The week in picks

Focusrite Scarlett 2i2 (4th Gen) is the top-scoring pick in our Audio Interfaces rankings at 87/100 overall, our choice for best overall interface. The home-studio default for a decade - clean preamps, dead-simple, with auto-gain and a huge software bundle. What earns the score: clean, quiet preamps, auto gain + air mode and massive plugin bundle.

Listening tip: Don't chase frequency-response specs on speakers - the room changes them more than the speaker does.

It's late October, the holiday game rush is landing, and maybe you've also caught the itch to run a local model for coding help or private document chat. That combo is exactly where this card makes sense. For gaming, it's fine: solid at 1080p, workable at 1440p, nothing that will impress your friends. The real story is 16GB of VRAM plus CUDA at a $429 launch MSRP, which lets 13B-class models load and run without the usual juggling. No other new card does that this cheaply. Before you check out, confirm the listing says 16GB, because the 8GB version shares the name and loses the entire reason to buy it.

Buy it for the memory, enjoy the games as a bonus.

Justin Nozuka's aching, soul-soaked voice is made for a room as tight as The Rebel Lounge, so grab a spot near the stage on Sunday, October 25 and let songs like "After Tonight" hit you from a few feet away. At $59 and up it's not the cheapest night out in Phoenix, but catching a singer this intimate in a space this small is the kind of show you'll still be talking about at Thanksgiving.

7 Wonders Duel is two players, thirty minutes, and a pyramid of cards that tests your nerve. The moment I wait for: the card you want sits right there, but taking it exposes the one beneath, and that one is exactly what your opponent needs. So you leave it. You take something lesser. Across the table, they know why. Military, science, and wonders all draw on the same limited resources, so every pick is also a gift you decline to give.

This suits pairs who like a low-talk, high-focus evening, and introverts who want tension without chatter. It is not for groups of three or more, since it seats only two, and not for anyone who wants to build their own tableau without watching a rival's every move.

Two players who enjoy reading each other should lay out the pyramid after dinner this week, because thirty minutes is enough to feel every choice land.

Retirement gifts tend to be plaques and pens that end up in a drawer. The Our Place Always Pan 2.0 is the one I would give a retiree who finally has weekday evenings free to cook. It replaces a frying pan, a saute pan and a small pot, so it beats a full cookware set for someone downsizing or clearing out cupboards. The steamer basket nests inside, the wooden spatula rests on the handle, and it now goes in the oven to 450 degrees, which fixes the original's one complaint.

The honest caveat: at 10.5 inches it suits one or two people. A retiree who hosts the whole family every Sunday will still need a bigger pot, and $135 is a lot for a single pan if they already own good cookware. The colors are the kind people choose on purpose, so it stays out on the stove.

For $135 they get the pan, a domed lid, a steamer basket and a wooden spatula, ready for dinner on their first free Monday.

Overnight backfills are where this one belongs: tagging a support ticket archive, extracting fields from scraped product pages, generating first-pass summaries for a review queue. OpenAI: gpt-oss-20b (batch) gives you a 131,072-token context window. That is enough to fit a long contract or a large chunk of tickets per request, and the batch path means you stop caring about time to first token. The listing shows no input or output price today, so confirm rates with your provider before you size a job.

The trade-off is latency and ceiling. Batch results arrive on the provider's schedule, so anything user-facing is out. A 20B open-weight model can also miss on multi-step reasoning, and a long context window does not guarantee it uses all of that context well. Run a few hundred labeled samples first and measure. If extraction accuracy holds, move the backfill here. If it slips, pay for a bigger model.

Throughput only counts when the outputs survive your eval.

The most heavily traded market on our board right now is a question of war. "Will the U.S. invade Iran before 2027?" on Polymarket has drawn $75,336,035 in volume and trades at 19¢, with 68 days until it closes. That price implies traders see roughly a one-in-five chance, which is low in absolute terms but far from negligible for an event of that scale.

What stands out is the company it keeps. The next four markets by volume are all longshots priced at 1¢: Jesus Christ returning before 2027, LeBron James winning the 2028 presidency, and Oprah Winfrey or Bernie Sanders taking the 2028 Democratic nomination. Each has pulled more than $52 million in volume, yet none is priced as anything but an underdog. Volume here measures attention and capital parked, not conviction that these outcomes will happen.

That contrast makes the Iran market more informative. Among the top five, it is the only one where the price leaves real room to move in either direction. With 68 days remaining, any diplomatic or military headline should show up in that 19¢ figure quickly, giving readers a live gauge of how seriously money is taking escalation.

Watch whether the Iran market holds near 19¢ or drifts as the 68-day window shortens.

The cleanest signal in this month's data is that the share of listings with price cuts is no longer a reliable proxy for falling values. Salt Lake City and Ogden carry cut shares of 37.7% and 36.9%, among the highest of the 195 metros tracked, yet both are still up year over year, at +1.1% and +1.7%. Kalamazoo shows the same pattern at a lower price point: 33.4% of listings cut, values up 4.4%.

Meanwhile Cape Coral, down 3.5% year over year, has only 20.5% of listings cut. That is the lowest share among the five steepest decliners. One plausible reading is that Southwest Florida sellers have already reset asking prices, so fewer listings need a second markdown. Utah sellers, by contrast, appear to be listing at aspirational levels and correcting once the listing sits.

So the cut share may be measuring seller expectations as much as underlying demand. Next month, the test is whether Salt Lake City and Ogden hold positive YoY figures. If elevated cuts persist and YoY slips toward zero, that would suggest the Front Range pattern, where Denver and Colorado Springs are already negative, is moving west.

Tomorrow we look at whether Florida's decliners are showing signs of a floor.

Farmer's cheese is the whole argument here. It's dry, crumbly, a little sour, and it behaves differently from ricotta, which weeps into dough and leaves you with soggy seams. In Polish kitchens this filling, often called ruskie's sweeter cousin, is pressed through a sieve until it turns almost fluffy. That small step matters: it breaks up the curds so the egg and a spoonful of flour can bind them into something that holds its shape when boiled.

The cream cheese in this recipe page is a modern concession, softening the tang and adding richness that older versions got from butter poured on at the end. October is when pierogi-making makes sense again, a long afternoon at the table, flour on everyone's sleeves, a pot steaming the windows.

Pan-fry the boiled pierogi in browned butter with sliced onions, and serve with a spoon of sour cream.

Many homeowners run the self-clean cycle in November to prep for holiday cooking, and that's backwards. The cycle pushes oven temperatures near 900°F for hours, which is exactly when aging thermal fuses, door lock motors and control boards fail. Appliance Repair techs see a spike in calls the week before Thanksgiving, and specialty parts often take seven to ten days to arrive.

Do it now instead. Run self-clean in late October while you still have time to fix problems. If the oven struggles to heat, shows an error code or the door stays locked afterward, book a repair immediately. Check calibration with an inexpensive oven thermometer at 350°F. A reading more than 25 degrees off justifies a service call.

When you call, ask whether the diagnostic fee is credited toward the repair, and ask whether the tech will confirm parts availability before scheduling.

Tomorrow: Auto Mechanics, and the winter checks worth paying for before the first cold snap.

Sony WF-1000XM5 is the top-scoring pick in our Wireless Earbuds rankings at 87/100 overall, our choice for best overall earbuds. The earbuds to beat: the best true-wireless ANC, rich sound, and a tiny comfortable shell. What earns the score: best true-wireless anc, rich, detailed sound and ldac hi-res.

Listening tip: Bookshelf speakers need breathing room: pull them a foot off the wall to tame boomy, one-note bass.

It's late October, the holiday game rush is landing, and maybe your current card is wheezing at 4K. Or you've started running local models and keep hitting VRAM walls. Either way, the RTX 5080 is the obvious answer until you look at what it costs. The 4080 Super launched at $999 as the sane high-end pick of the 40 series, and used units now sit well under the 5080 while giving up less than the generation gap suggests. Its 16GB handles current games at 4K and mid-sized local models without drama. The catch is the usual used-market one. Vet the seller, confirm the warranty actually transfers, and skip any listing that smells like it spent years grinding compute jobs.

Buy the card, not the story the seller tells you about it.

Ben Schwartz is one of the quickest improvisers working, and if you only know him as Jean-Ralphio or the voice of Sonic, seeing him live at the Dolby Theatre on Saturday, October 24 will rewire your brain. There's something great about watching someone that fast and fearless on the same Hollywood stage that hosts the Oscars. Tickets start at $56, so grab a pair, make a night of it on Hollywood Boulevard, and expect to quote the show all week.

Star Wars: Battle of Hoth plays 2-4 players in about 30 minutes, and it works best as a two-player duel across the kitchen table, often a parent and a kid. The turn is simple enough to teach during setup: play one command card, order units in one section of the board, roll the custom dice, then draw a replacement. The moment that sticks is a Rebel player throwing a fistful of dice at an Imperial vehicle and watching the infantry-only symbols bounce off, while a single retreat symbol shoves a snowtrooper squad backward. Kids learn to read those symbols quickly.

This is not for anyone who wants a deep, low-luck wargame. The dice decide plenty, and players who already own Memoir '44 will recognize the engine. Leader cards and the one-use deck add movie flavor, but the game stays light.

Play it this Saturday afternoon with a Star Wars-loving kid, because thirty minutes on Hoth leaves time for a rematch with sides swapped.

Retirement birthdays tend to collect the same gifts: another mug, another frame, a gift card that slips out of mind. The Moleskine Leather Notebook earns its place over those because it gets picked up and used. The soft full-grain leather feels substantial enough to keep. The 192 pages of cream paper give a newly retired friend room for garden plans, travel notes, recipes, or the memoir they keep mentioning. The expandable pocket holds receipts, ticket stubs and scraps from the week.

Honest caveat: $50 is a lot for a notebook, and leather is a matter of taste. If your retiree lives on a tablet, avoids leather, or has never kept a list longer than three lines, skip it and choose something they already reach for. For the person who still writes by hand, it is a gift they will fill.

For $50, this birthday gift buys 192 cream pages, a pocket for scraps, and a leather cover worth keeping.

If you need document triage or field extraction running inside your own network, where data cannot leave and a hosted API is off the table, Google: Gemma 3 12B is a sensible default. The 131,072-token context lets you feed a full contract or a long support thread in one pass instead of maintaining a chunking pipeline. At 12B parameters, a quantized build runs on a single 24GB card. No pricing is listed here, so your real cost is hardware and ops time.

The trade-off: that context window is easy to advertise and expensive to fill. KV cache memory grows with sequence length, so a 100K-token prompt on one GPU means slow prefill and small batch sizes. Multi-step reasoning and agentic tool chains are also not where a 12B model holds up, so route those to something larger. Pick it for private, high-volume extraction and summarization, and skip it for complex planning.

A long context window is a capacity limit, not a throughput promise.

The largest market by volume on Polymarket right now is not a frivolous one. "Will the U.S. invade Iran before 2027?" has drawn $75,138,128 in trading and sits at 17¢, with 69 days left before it closes. That price is not a prediction of war. It does say traders see roughly a one-in-six chance of a major escalation before the calendar turns, and they have put serious money behind that view.

What stands out is the company it keeps. The next four contracts by volume are longshots trading at 1¢: the return of Jesus Christ before 2027, LeBron James winning the 2028 presidency, and Oprah Winfrey or Bernie Sanders taking the 2028 Democratic nomination. Each has topped $52 million in volume, yet none is priced as anything more than a remote underdog.

That gap matters for anyone reading these markets as signals. Heavy volume on a 1¢ contract often reflects traders parking capital for small, steady returns, not genuine belief. The Iran market is different; at 17¢ it is a live question, and its price will move on actual news.

Watch whether the Iran contract drifts from 17¢ as the 69-day window narrows.

The cleanest signal in this month's data is not price level but seller behavior. Rockford leads all 195 metros at +8.5% YoY, and only 23.2% of its listings show a price cut. Syracuse (+6.6%) sits at 20.3%, and Milwaukee, up 5.3%, sits at 20.5%. In these markets, sellers mostly are not being forced to chase buyers down.

Compare that with the Mountain West. Colorado Springs posts the highest cut share in the set at 38.1% and is down 1.4%. Denver is at 36.7% and down 1.8%. Austin, the steepest decliner at -4.3%, has 30.1% of listings cut. The split is not perfect. Peoria is up 6.4% despite 28.2% cuts, and Cape Coral is down 3.5% with a relatively modest 20.5%. Still, the broad pattern holds: low-cut markets are mostly the ones posting gains, and the metros where sellers are cutting most often are mostly flat to negative.

Next month, watch the middle of the table. Omaha (+2.7%) and Fayetteville (+2.5%) already carry cut shares above 31%, closer to Colorado's levels than Milwaukee's. If those shares climb further, their modest gains are the likeliest to flatten.

Tomorrow we look at whether Salt Lake City's 37.7% cut share is starting to weigh on its +1.1% gain.

This is a salad built from the deli counter and the crisper drawer, and it doesn't pretend otherwise. Lettuce, shredded carrots, sliced olives, deli turkey, cooked bacon: five things you can assemble in the time it takes a kettle to boil. In October, when afternoons shorten and the week fills with school pickups and early dusk, that speed is the point.

The bacon does the heavy lifting. Cook it until it shatters rather than bends, then let it cool on paper before crumbling, so the fat sets and the pieces stay crisp against cold lettuce. Its salt and smoke make the mild turkey taste like more than itself, and the olives add a briny counterpoint that keeps each bite from going flat. The carrots bring sweetness and crunch. Full details live on the recipe page.

Think of it as a club sandwich that skipped the bread.

Leftover roast turkey from a weekend dinner works beautifully in place of deli slices.

Many homeowners assume a "frost-free" outdoor spigot can't freeze. It can, and the burst usually happens inside the wall in January. You won't notice until April, when you turn on the hose and water pours into the basement or crawlspace.

The shutoff valve on these spigots sits 6 to 12 inches inside the house. Water drains out of the barrel only if the body slopes slightly downward toward the outside and no hose is attached. A connected hose traps water in the barrel, so disconnect every hose this week. Then open each spigot and watch. It should drip for a few seconds and stop.

When you book Plumbers for any fall visit, ask them to check the pitch on each sillcock and confirm that any interior shutoff valve turns freely. Be wary of anyone who offers foam covers as the fix for a back-pitched spigot. Covers help, but they don't correct drainage.

Tomorrow: what to ask your Appliance Repair tech about the dryer vent run before holiday laundry piles up.

Sony WH-1000XM6 is the top-scoring pick in our Over-Ear Headphones rankings at 88/100 overall, our choice for best overall / travel. The default flagship: class-leading noise cancelling, comfy for all-day wear, and a tuning most people love out of the box. What earns the score: top-tier adaptive anc, all-day comfort and excellent app + multipoint.

Listening tip: LDAC and aptX only matter if both your phone and earbuds support them - otherwise you're on plain AAC/SBC.

It's late October, the fall release slate is landing, and your old card is wheezing through the settings menu of every new game. That's exactly when the RTX 5070 starts looking tempting. At its $549 launch MSRP, it gives you strong 1440p performance, sensible power draw, and NVIDIA's full feature stack, with DLSS doing real work in the heavy releases. The catch is memory. Twelve gigabytes is fine right now, but AMD's competing cards at this price ship with 16GB, and texture budgets only grow. If you swap GPUs every couple of generations and love DLSS, this is an easy call. If you keep cards for years, look hard at the 9070.

Pick the card that matches how long you plan to keep it, not the launch-week hype.

If you've ever secretly loved the corny charm of golden age musicals, Schmigadoon! at the Nederlander Theatre is your excuse to wallow in it on Friday, October 23. This stage take on the cult Apple TV+ series lovingly skewers everything from Brigadoon to The Music Man, so the more show tunes you know, the harder you'll laugh. Tickets start around $100, which is a fair price for a Broadway night that feels like an inside joke with the whole audience.

This week, Descent: Legends of the Dark belongs to a steady group of one to four who want a campaign without anyone stuck running the monsters. The app handles enemy AI and story flow, so every seat is a hero. One moment keeps happening: your fighter has action points left and the healer is low on health. Do you take one more attack or step back to cover? Then the dice come up short despite your equipment bonuses, and the whole party leans over the board recalculating.

This is not for groups who dislike screens at the table, or anyone wanting a quick night. Sessions run 120 to 180 minutes, the weight is heavy, and the price is $141.94. Players who resent luck swinging a fight should also pass, because poor rolls can genuinely threaten your party.

Gather your regular co-op crew this weekend, clear three hours, and let the app run the dark while you argue over action points.

Retirement gifts tend toward the engraved pen or the nice bottle, things that sit on a shelf. Ticket to Ride First Journey gets used. Mom now has free afternoons, and this is a game she can set up for a six-year-old grandchild without reading a rulebook first. The tickets have pictures, so a child still learning to read can play alongside her, and a round runs fifteen to thirty minutes, which fits an afternoon visit.

The honest caveat is that this is a kids' game. Shorter routes and a bigger board make it easy, and two adults playing alone will find it thin. If there are no young children in her life, skip it and buy the full Ticket to Ride instead. For a grandmother with a six-year-old nearby, it seats two to four players and teaches the real game.

$34.99 buys a board, train cards and picture tickets she can open at her retirement party and play with the grandkids that weekend.

Feeding an entire monorepo, a quarter's worth of support tickets, or a stack of contract PDFs into a single prompt is the case where StepFun: Step 5 Preview belongs on your shortlist. Its listed context window is 1,048,576 tokens, so you can test whole-corpus questions before investing in a chunking and retrieval pipeline. That is the honest pitch: a large window from a preview release. Our data shows nothing more about its strengths.

The trade-off is visibility. Input and output prices are not listed, no strengths are tagged, and "Preview" usually means behavior and rate limits can shift without notice. A million-token prompt at an unknown per-token cost is a budgeting risk, not a feature. My recommendation is to use it for offline long-context evaluation against your current model, log token counts and latency, and keep it out of production paths until pricing and a stable release are published.

A big window is only useful once you know what it costs to fill.

The largest pool of money in our tracker right now sits on a grim question: "Will the U.S. invade Iran before 2027?" On Polymarket it trades at 16 cents with $75,048,445 in volume, and it closes in 70 days. Sixteen cents is not a forecast that war is coming. It says traders see roughly a one-in-six chance, which is high enough to matter for anyone pricing oil, defense stocks or geopolitical risk.

What stands out is the company it keeps. The next four markets by volume are all longshots priced at 1 cent: the return of Jesus Christ before 2027, LeBron James winning the 2028 presidency, and Oprah Winfrey or Bernie Sanders taking the 2028 Democratic nomination. Each has drawn more than $52 million, yet none carries meaningful odds. The 2028 contracts also have 747 days to run, so much of that money is simply parked.

That gap is the useful signal. Longshot volume often reflects cheap contracts churning, or traders collecting small yields on near-certain "No" outcomes. The Iran market is different; at 16 cents, genuine disagreement is being priced, and the clock is short.

Watch whether the Iran contract moves off 16 cents as its 70-day window narrows.

Between roughly one in six and one in three listings carries a price cut in every metro in today's data, from Naples at 16.2% to Des Moines at 33.3%. That spread lines up poorly with which way values are moving. Peoria is up 6.4% year over year with 28.2% of listings cut. Austin is down 4.3% with 30.1% cut. Those cut shares are close, but the price trends point in opposite directions.

The mismatch runs the other way too. Naples has the lowest cut share of the metros listed here, yet values are down 1.4%. Green Bay sits nearby at 17.1% and is up 5.4%. Low cuts in Naples look less like strength and more like sellers holding list prices while values drift lower. Des Moines shows the highest cut share in this set with values roughly flat at +0.5%. That reads as sellers meeting buyers where they are rather than prices breaking.

Cut share alone is a blunt instrument and needs to be read against the value trend. Next month, watch Naples. If its cut share moves toward the 20% to 30% range common elsewhere, the decline likely deepens. In Des Moines, watch whether persistent cutting finally tips year-over-year growth negative.

Tomorrow we look at whether the Northeast and Midwest gainers are holding their pace.

Chana dal is not a whole chickpea. It is a smaller, hulled, split relative, and it cooks into something that holds its shape just long enough before it slumps into a soft, golden mass. This recipe asks you to start with it dried, which means soaking or patience. In October, when the evenings shorten and the kitchen is a place you want to stay, that patience feels less like a chore and more like an excuse.

The real work happens in the onions. Two average-size ones, finely chopped, cook down in oil until they lose their sharpness, then take on tomatoes, green chiles, and minced ginger. That base is where the flavor lives, so give it time. Salt it early so the onions release their water and brown evenly. The full method is on the recipe page.

Coriander leaves go in at the end, bright against the earthy dal, and roti does the rest, scooping and tearing.

If chana dal is hard to find, yellow split peas will cook similarly, though they turn softer and lose the nutty bite.

Most people book holiday color the week of the party, but fresh color often looks its best after a wash or two, once excess toner rinses out and any brassiness or overly dark tones settle. Meanwhile, many Hair Salons see November and December calendars fill by late October, especially for weekend and evening slots.

Count back from your biggest event, such as a family photo, office party or Thanksgiving dinner, and request color roughly ten to fourteen days ahead. Ask for the first appointment of the day, when stylists are less likely to be running behind. If you need a cut too, schedule it about a week before the event so the shape has time to soften.

When booking, ask whether they offer a quick toner or gloss touch-up closer to the date. Avoid trying a new stylist for high-stakes holiday color; book a trial service now instead.

Tomorrow: Plumbers, and the cheap fall step that helps prevent frozen outdoor spigots.

Fluance RT81 is the top-scoring pick in our Turntables rankings at 84/100 overall, our choice for best value. The value standout: real wood plinth, built-in preamp, and an Audio-Technica AT95E cart - plug into anything. What earns the score: built-in switchable preamp, at95e cartridge included and looks far pricier than it is.

Listening tip: Toe your speakers in toward your ears until the center image snaps into focus, then stop. That's the sweet spot.

It's late October, the holiday game rush is landing, and your old card is wheezing at 1440p in exactly the titles you've been waiting for. This is when the RX 9070 XT starts looking very smart. It launched at $599 with 16GB of VRAM and performance close to the RTX 5070 Ti, which makes it the value pick of this generation. FSR 4 also took away most of the old "but the upscaler" argument, so you aren't settling on image quality to save money. The one real question is what else you do with your PC. If you're tinkering with local AI or running work tools that only speak CUDA, the savings get eaten by workarounds and lost evenings.

If you only game, this is the card everything else has to beat.

Jersey Shore's most self-aware cast member brings his stand-up and storytelling to the Heath Mainstage at The Den Theatre in Wicker Park on Thursday, October 22, and the room is small enough that you'll feel like you're hanging out at the shore house. Vinny has always been the funny, overthinking one, so expect plenty of reality TV dirt mixed with family and dating stories. Tickets start at $107, which is steep for a Thursday, but grab a drink at The Den's bar beforehand and make a proper night of it.

Galactic Cruise earns its spot on a strategy night because of one rule: spaces never block. You drop a crew member on a module where a rival already sits, send that worker home, and its owner pockets a funding bonus. The first time someone groans at being bumped, then grins while collecting the payout, the whole table recalibrates. Your technology tokens link spaces into a personal network, so each placement becomes a question of which two actions you can reach from here, not which spot is still open.

It plays 1-4, works best at 3-4 or solo, and runs 90-150 minutes across three eras, so clear the evening. It is not for groups who want a quick filler, or anyone balking at a $164.99 box and a heavy rules teach. Blueprints, ships, tech and guests all compete for your attention.

This week, gather three euro-loving friends on a free Friday night, because a game that pays you for getting shoved aside makes every collision feel generous.

When a friend is stuck at home getting better, the usual get well gift is flowers or a fruit basket, and both are gone within a week. The Logitech G502 X Wired Gaming Mouse is something they will hold every hour they spend at the desk while they rest up. It keeps the shape of one of the best-selling gaming mice ever made but drops to 89 grams, so long sessions feel easier on a tired hand. The LIGHTFORCE switches click crisply, and the scroll wheel flips between free-spin and ratcheting for fast menu browsing.

The honest caveat is that it is wired. If your dog person has a puppy that chews anything dangling, plan to route that cable out of reach. At $79.99 it is also a serious buy for someone who only answers email; save it for a friend who actually plays.

$79.99 buys an 89-gram mouse with a HERO 25K sensor for the friend who games through every recovery.

Overnight document backfills are where this one fits. If you need to classify, extract fields from, or summarize a large archive of contracts, tickets, or logs, OpenAI: GPT-4.1 Mini (batch) gives you a 1,047,576-token context window through an asynchronous pipeline. That is enough room to pass a long document plus its schema and examples in a single request. It avoids the chunk-and-merge logic that tends to drop cross-references between sections.

The trade-off is latency. Batch jobs return within a completion window measured in hours, so this is the wrong pick for chat, agents, or anything a user waits on. Our listing shows no input or output price today, so verify current batch rates on OpenAI's pricing page before you budget. You also commit to OpenAI's JSONL batch format, which makes switching vendors more work. Recommendation: use it for scheduled bulk extraction, and use a synchronous endpoint for interactive work.

A huge context window is most useful when nobody is waiting for the answer.

Today's NOAA screen flags three Kalshi temperature markets for October 22, each showing a 75-point edge. On closer reading, the claim falls apart. The 72-73° bucket trades at 54¢, the 74-75° bucket at 20¢, and the 68-69° bucket, a longshot, at 3¢. All three carry the same 77% model probability, but they are mutually exclusive outcomes. The high temperature cannot land in all of them.

The likely explanation is that 77% describes a broader range, not each bucket. The three prices add up to exactly 77¢, which suggests the market and the model may largely agree. An identical edge across exclusive outcomes should prompt a check of the data, not a trade. All three close in 1 day, so there is little time to sort it out.

The volume table needs similar care. "Will the U.S. invade Iran before 2027?" leads tracked markets with $74.9 million traded at 16¢, closing in 71 days. Most of the other high-volume markets are longshots priced at 1¢, including LeBron James winning the 2028 presidency, which closes in 748 days. Heavy trading on a 1¢ contract shows attention and capital locked up, not conviction.

Tomorrow, check which temperature bucket settles; if it falls within 72-75°, the model and the market were saying the same thing.

The clearest split in this month's data runs along price level and geography. The five metros with the highest share of listings taking price cuts are all along the Front Range and Wasatch Front, led by Colorado Springs at 38.1% and Salt Lake City at 37.7%. Values there are roughly flat: Denver is down 1.8% year over year, Greeley down 2.0%, and Ogden up just 1.7%.

Meanwhile, the biggest annual gains are coming from lower-priced metros in the Midwest and Northeast. Rockford is up 8.5% at a typical value of $222,178, and Syracuse is up 6.6% at $268,949. Cut shares in that group run from 20.3% to 28.2%, well below the Colorado and Utah range of 36.7% to 38.1%. Sellers in markets that ran up hardest earlier in the cycle are adjusting asking prices, while affordable metros with less new supply still have room to appreciate.

The open question is whether that gap holds. Peoria is the case to watch: it posted a 6.4% gain, yet 28.2% of its listings were cut, the highest share among the top gainers.

Next month, check whether Peoria's cut share rises further, which would hint that appreciation in cheaper metros is starting to cool.

Miyan kuka begins with a powder the color of pond moss: dried, pounded leaves of the baobab tree, a staple across Hausa kitchens in northern Nigeria. Whisked into a pot of broth, it turns the liquid dark and gently slippery, a texture that clings to tuwo the way okra does, only earthier and more herbal.

What gives this version its depth is the dawa dawa, fermented locust bean pressed into a lump. It smells fierce raw, funky and almost cheesy, then melts into something closer to umami than any stock cube could manage alone. Dried catfish and ground crayfish pile on more savor, and cow rib gives the broth body. The full method is on the recipe page.

October marks the edge of the dry season in the north, when leaves are harvested and dried for storage. This is a soup built from the pantry, ready for cooler evenings.

Serve with tuwo shinkafa, soft rice pounded into smooth mounds for scooping.

A sunny 60-degree October afternoon looks like perfect painting weather, but the forecast that matters is tonight's. Latex paint needs roughly 24 to 48 hours above its minimum temperature to cure, and late-October nights across PA, NJ and MD routinely dip into the 30s. Paint that feels dry by dinner can still fail overnight.

Good Painters check the label's minimum application temperature; many standard exterior latex paints call for 50°F, while low-temperature formulas go down to 35°F. They also stop work by early afternoon so the film sets before evening dew forms. Dew on fresh latex causes surfactant leaching, those sticky brown streaks that run down siding and trim.

Before signing, ask which product they'll use, its minimum temperature, and their daily cutoff time. Avoid any crew that plans to work until dusk or won't reschedule when lows drop below the label's limit.

Tomorrow: Hair Salons.

KEF LS50 Meta is the top-scoring pick in our Bookshelf Speakers rankings at 84/100 overall, our choice for best passive bookshelf. A reference passive bookshelf - KEF's Uni-Q + Metamaterial tech delivers pinpoint imaging that punches into far pricier territory. What earns the score: reference imaging + clarity, gorgeous build and disappears in the room.

Listening tip: A $100 turntable with a built-in preamp is the easiest vinyl start - no separate phono stage to buy.

It's late October, the fall release wave is landing, and maybe you've also been tinkering with a local coding assistant that keeps hitting your VRAM ceiling. That second itch is the real reason to look at the RTX 5090. Its 32GB of GDDR7 is the most memory you can put in a consumer slot, which means 32B-class models run comfortably where every other card taps out. For gaming alone, the $1999 launch MSRP is hard to justify when cards at half the cost handle 4K fine. Plan for the power draw too. Your PSU and case airflow need to be ready before the box arrives, not after.

If your models need the memory, buy it; if you only need frames, keep your wallet closed.

Gingerbread House works best for a mixed group of two to four who want a light spatial puzzle without a long commitment. The decision that defines each turn is a real tension: do you add one more run of frosting and candy pieces to your house, or do you play a character card now, before someone else claims Red Riding Hood? Each character scores off your decoration patterns, so a carefully arranged roof can suddenly pay off, or sit there waiting for a visitor who never arrives. That randomness keeps a leader from running away with it.

Not for players who want tight control. If unpredictable character availability undoing your plan sounds frustrating, skip it. For everyone else, it fits neatly into 30-45 minutes at $35.

Pick Gingerbread House for a weeknight with family or casual friends this week, because it gives you a satisfying build in under an hour.

When you want to say thank you to a friend who is now a new parent, the default is a candle or a box of cookies. Skip both. The Hydro Flask 40 oz Travel Tumbler is the thing they will reach for, because a lid with a straw and a flip cover means sipping with one hand while the other arm holds a baby. Ice lasts through a workday, so the water poured in the morning stays cold. The straw comes apart to clean and the tumbler is dishwasher safe, which matters when nobody has time to hand-wash anything.

The honest caveat is size. Forty ounces is a lot of cup, and a parent who wants a slim bottle for a diaper bag pocket should get something smaller. At thirty dollars it also costs more than the cookies, though cookies do not come with a lifetime warranty.

Give it in the first weeks home: $30.64 buys a cold drink within reach during every feeding.

Overnight jobs that need an entire corpus in one window are where this fits. Think auditing a large monorepo for deprecated API calls, or reconciling a quarter of support transcripts against policy docs, where chunking would break cross-references. OpenAI: GPT-6 Astra Pro (batch) offers a 1,050,000-token context, so you can often skip the retrieval pipeline and send the material whole. Because it runs through a batch endpoint, results come back asynchronously, which suits nightly ETL and eval sweeps.

The trade-off is latency and cost visibility. User-facing features, agent loops and tool calls that need turn-by-turn responses belong elsewhere. Our listing shows no input or output pricing yet, and filling a million-token window per request adds up quickly, so price a pilot run before wiring it into a scheduler. Prompts tuned for this context size also won't port cleanly to smaller models. Pick it for offline whole-corpus analysis. Skip it for anything interactive.

A million-token window pays off when nobody is waiting on the answer.

Of the 460 markets we track across Kalshi, Polymarket and Limitless, the one carrying the most money is "Will the U.S. invade Iran before 2027?" on Polymarket. It has drawn $74,790,407 in volume and trades at 15¢, with 72 days left before it closes. Among the five highest-volume markets, it is the only one priced above 1¢.

The other four are longshots by any reading. Jesus Christ returning before 2027, LeBron James winning the 2028 presidency, and Oprah Winfrey or Bernie Sanders taking the 2028 Democratic nomination all sit at 1¢, yet each has drawn more than $52 million. That volume does not signal belief. It more likely reflects traders parking capital on the "No" side, or long-dated markets accumulating churn over their 749 days of life.

The Iran contract is different, and that is why it deserves attention. A 15¢ price implies a real, if modest, probability on a question with genuine geopolitical stakes, and it resolves in 72 days rather than 749. Heavy volume on a contract with a near deadline and a non-trivial price is where a market is actually doing work, and where repricing can happen fast.

Watch whether the Iran contract holds near 15¢ or starts drifting as its 72-day window narrows.

The metros with the most price cuts are not the ones where values are falling fastest. Colorado Springs posts the highest cut share in the data at 38.1%, yet its ZHVI is down only 1.4% year over year. Salt Lake City and Ogden have 37.7% and 36.9% of listings cut, and values there are still up 1.1% and 1.7%. Meanwhile, Cape Coral is down 3.5% with just 20.5% of listings reduced, and Austin leads the decliners at 4.3% with a 30.1% cut share.

One reading is that the Mountain West is a market of sellers adjusting list prices to meet buyers, while transaction values hold roughly flat. Cape Coral looks like a market where values have already moved and fewer sellers are still chasing the old number. Raleigh fits the Colorado and Utah pattern: 36.4% of listings cut, with values down a modest 1.7%.

High cut shares can lead value declines, or they can simply reflect negotiation in a flat market. Next month's data should help separate the two. If Denver, Salt Lake City, and Colorado Springs show deeper YoY declines while cut shares stay near 37%, the cuts were a leading indicator. If values hold, they were noise around a plateau.

Tomorrow we will look at whether the spotlight metros, like Kalamazoo at +4.4%, show the same split.

October is when the oven starts earning its keep again, and these chops ask for a skillet and a bottle you already opened. The recipe calls for thick cut, bone-in rib chops, and that choice matters. A thin boneless chop goes from pink to chalky in the time it takes to turn around, while a thick rib chop gives you room to build a real crust after the Chop Rub, and the bone slows the heat near the center.

The glaze is where the cooking gets interesting. Red wine and cider vinegar go into the hot pan to lift the browned bits, then reduce until syrupy. Butter goes in last, swirled off the heat, a French move called monter au beurre that turns sharp liquid into something glossy and round. The vinegar keeps it from tasting like jam. Full details are on the recipe page.

Serve with roasted apples or a heap of buttered egg noodles to catch the extra glaze.

Most people wait until after a back or shoulder injury to look for a Physical Therapist. That timing works against you. Late October is when many households have already met their annual deductible, so sessions booked now often cost less than the same visits in January, when the deductible resets.

Before booking, call your insurer and ask three things: whether you need a physician referral, how many PT visits your plan covers per year, and how many you have already used. Direct access rules differ among DE, PA, NJ, MD, NY and VA, and some states limit how many visits or days you can go without a doctor's sign-off. Your plan can also require a referral even where state law doesn't.

When you call a clinic, ask whether the therapist will build a home exercise plan around lifting and twisting. Avoid clinics that cannot tell you your out-of-pocket cost per visit.

Tomorrow: Painters, and why your exterior painting window is closing faster than the forecast suggests.

FiiO K7 is the top-scoring pick in our DACs & Amps rankings at 85/100 overall, our choice for best overall desktop. A desktop DAC/amp with serious power and balanced output for shockingly little - drives almost anything. What earns the score: tons of clean power, balanced + single-ended out and great measurements.

Listening tip: Impedance matters: 250-ohm studio headphones need an amp; your phone will leave them quiet and lifeless.

October is when the fall release pile lands and your aging card starts wheezing at 1440p, so the shortlist often shrinks to two options at the same $549 launch MSRP: this and the RTX 5070. The 9070's case is simple. Performance is very close, you get 16GB instead of 12GB, and that headroom matters as texture settings keep creeping upward. At 220W it runs cool and quiet without a monster cooler. You do give up DLSS, which some people genuinely value. The real problem is family: the 9070 XT is only $50 more at MSRP and meaningfully faster, so stretch if you can. If your budget hard-stops here, though, this is still a fine buy.

Buy it for the memory, but price-check the XT first.

If you've ever fallen down a crate-digging rabbit hole of '70s French jazz-funk, Cortex is the name that keeps turning up, and catching them live is a rare treat. They play The United Theater on Broadway in downtown Los Angeles on Tuesday, October 20, 2026, and that gorgeous restored room is exactly the right setting for their warm, groove-heavy sound. Tickets start at $78, so grab them early and make a night of it with dinner nearby before the show.

Splendor suits pairs and small groups this week who want a real decision in 30 minutes without a long rules talk. Each turn is one action: take three gems of different colors, take two of the same, reserve a card, or buy one. You count your opponent's chips, see they are one gem short of the mine you have been eyeing, and reserve it out from under them. Nobody says much, but everybody notices. With no hidden information, the friction happens in plain sight.

It scales cleanly from 2 to 4 players, so it fits a date night or a family table with kids old enough to count gems. It is not for groups who want story or loud negotiation. The Renaissance merchants are mostly backdrop, and the tension is quiet arithmetic.

Play it this week after dinner with one to three others, because the race to fifteen points ends before anyone's attention does.

When your boyfriend is laid up, the default is a care basket he forgets by Thursday. Wingspan gives his hands and head something to do while asking very little of his body. It is calm, nobody attacks anyone, and the strategy builds quietly over four rounds. Each bird card carries a painted illustration and a true fact, so a slow afternoon still teaches him something. It plays from one to five, which means he can practise alone and then beat you when you visit.

The caveat: a game runs about 70 minutes, which is a lot for someone truly exhausted or wanting something he can drop after five minutes. If he only enjoys fast, competitive games, this will feel slow. For a boyfriend on the mend who likes puzzles, reading or the outdoors, it fits.

Give it his first week home, with $55 covering the box, the birdhouse dice tower and the pastel eggs.

If your pipeline chews through long internal documents, think contract bundles, multi-file code reviews, or a week of support transcripts, you want a model that holds a lot in one window without a heavyweight serving bill. Google: Gemma 4 26B A4B offers a 262,144-token context, and the "A4B" naming points to a mixture-of-experts design with roughly 4B parameters active per token. That makes it a reasonable candidate for self-hosted retrieval and summarization jobs where you control the hardware and the data never leaves your network.

The trade-off: our listing has no pricing and no tagged strengths, so you are benchmarking blind. A large window is not the same as reliable recall across it, and a small active parameter count can show up as weaker multi-step reasoning. Run your own needle-in-haystack and task evals before committing.

Pick it for private long-document workloads you can test yourself; skip it if you need proven reasoning today.

The largest market we track by volume is a grim one. "Will the U.S. invade Iran before 2027?" on Polymarket has drawn $74,662,493 in trading and sits at 15¢, with 73 days left before it closes. That price is not a forecast of war. It is a statement that traders see roughly a one-in-seven chance, which is high enough to take seriously and low enough that most money is betting against it.

What stands out is the company it keeps. The next four markets by volume are all longshots trading at 1¢: Jesus Christ returning before 2027, LeBron James winning the 2028 presidency, and Oprah Winfrey or Bernie Sanders taking the 2028 Democratic nomination. Each has drawn more than $52 million, yet none is priced as a plausible outcome. Big volume on a 1¢ contract mostly reflects traders parking capital on "no" and collecting a small, slow return, especially on the 2028 markets with 750 days to run.

That makes the Iran contract the only top-volume market where the price is actually doing work. Across 465 tracked markets on Kalshi, Polymarket and Limitless, it is the clearest place where serious money disagrees about a live geopolitical question.

Watch whether the Iran market holds at 15¢ or drifts as its 73-day window starts to shrink.

The usual read on price cuts is that they flag weakness. This month's data blurs that. Peoria, up 6.4% year over year at a $174,845 typical value, has price cuts on 28.2% of listings, nearly the same share as Savannah (28.8%), where values are down 2.7%. Rockford, the largest gainer in the table at +8.5%, shows 23.2% cuts. Cape Coral, down 3.5%, sits lower at 20.5%.

This suggests cuts are now a broad feature of the market rather than a signal confined to soft metros. Sellers in inexpensive Midwest and Upstate New York markets may be listing ambitiously after years of gains, then trimming. On Florida's Gulf Coast, where values have already reset, list prices may simply be closer to what buyers will pay. The heaviest cut shares remain in the Mountain West, led by Colorado Springs at 38.1%. Still, the gap between rising and falling metros on this measure is narrower than the price trends imply.

Next month, watch whether Peoria and Binghamton (24.0% cuts) keep posting gains with cut shares this high. If appreciation slows there while Cape Coral's cut share holds near 20%, that would indicate Florida's reset is further along than the Midwest's run.

Tomorrow we look at whether the Mountain West's high cut shares are starting to show up in prices.

Churros are fried dough, and this version leans into that honestly: sunflower oil, neutral and clean, lets the cocoa in the batter come through without a heavy, greasy finish. In Spain, churros are often eaten early, dunked into thick hot chocolate at a café counter, sometimes after a long night out. This recipe keeps the dunking but splits the sauce in two.

The second sauce is where the cook's choices show. Muscovado sugar, with its damp, molasses depth, goes into the caramel alongside butter and double cream, giving it a darker, almost toffee edge that a plain white-sugar caramel would miss. The finished churros are rolled in golden caster sugar and cinnamon, which crackles against the soft centre.

October suits this well. The evenings are colder, and a pan of hot oil warms the kitchen. Find the full method on the recipe page.

Serve with a scoop of vanilla ice cream, and add a pinch of flaky salt to the caramel just before dipping.

Most homeowners buy a portable generator after the first winter outage, then plug it into a dryer outlet with a double-ended cord. That setup can backfeed power onto utility lines and injure lineworkers. It can also fry your generator when grid power returns. The safe fix is cheap, but permits and inspections often take weeks, so October is the time to book.

Ask licensed Electricians to quote a generator interlock kit or a manual transfer switch, plus an exterior inlet box. Interlocks typically run a few hundred dollars installed, far less than a standby system. Before the visit, note your generator's wattage and outlet type so the electrician can size the inlet and choose which circuits to prioritize.

Confirm in writing that the electrician will pull the permit and schedule the inspection. Avoid anyone who suggests skipping either; your homeowner's insurance may not cover damage from unpermitted work.

Tomorrow: what to ask Physical Therapists before your first visit.

JBL Charge 6 is the top-scoring pick in our Bluetooth Speakers rankings at 85/100 overall, our choice for best overall portable. The do-everything portable: big sound, ~24-hour battery, a built-in powerbank, and it shrugs off water and dust. What earns the score: punchy, room-filling sound, ~24 hr + powerbank and ip68 rugged.

Listening tip: Foam tips beat silicone for both isolation and bass on most earbuds. Swap them first before judging the sound.

It's mid-October, the fall release crush is here, and plenty of first-time builders are trying to finish a 1080p rig before the big holiday games land. If that's you, you've probably checked the Arc B580 and found it out of stock or marked up. That's exactly when the B570 earns a look. At a $219 launch MSRP, it gives you 10GB of VRAM, which beats every 8GB card in its class on memory, and that headroom matters as new games keep pushing texture budgets. Be honest with yourself, though. At MSRP the B580 is only $30 more and clearly better, so if you can find one near that price, buy it. If you can't, the B570 is a competent 1080p card, not a compromise you'll regret.

Check B580 stock first, then buy the B570 without guilt.

Basement and Momma at The Van Buren on Monday, October 19 is the kind of double bill that makes a weeknight worth it. Basement's huge, hooky emo anthems are built for a room like this, and Momma's fuzzy, '90s-indebted indie rock is the perfect warmup, so don't roll in late. Tickets start at $40, which is a steal for a lineup this stacked in downtown Phoenix.

Paleo works when the table goes a little quiet. You draw a card, maybe a dangerous animal or a stretch of hunger, and everyone looks at the shared pile of gathered tokens to ask the real question: spend them here, or hold them for whatever the next card brings? That pause, followed by a low "okay, commit," is the game. The rules stay light and scarcity does the talking. With 2-4 players and a 45-60 minute run, it fits a weeknight without needing a performer at the table, which is why introverts settle into it.

It is not for players who want to beat the people across from them, or who need loud table talk to feel the fun. Paleo is cooperative, so the only opponent is the epoch you are trying to survive, and your choices branch the story rather than a scoreboard.

Bring Paleo to two to four quiet friends on a weeknight this week, because shared rationing turns talk into trust.

Get Well gifts tend to be flowers and soup, both gone within a week. The Leatherman Wave Plus Multitool gives someone a reason to look forward to their normal routines once recovery allows. For a dog person, those routines are full of small jobs: snipping a tangled tag off a collar, cutting open a kibble bag, trimming a frayed rope toy, tightening a loose crate fixture. The spring-action scissors and locking blades handle all of that in the yard, with no walk back inside to dig through a junk drawer.

It is a serious spend for a get-well gesture, and it is a tool, so it suits someone who already likes fixing things themselves. For a person who mostly wants comfort and rest, a soft blanket for the couch they share with the dog would land better. It also carries blades, so it stays home on flights.

$129.95 buys 18 tools in one stainless steel pocket unit, a nylon sheath, and a 25-year warranty.

Picture a nightly job that classifies 50,000 support tickets, extracts fields, and routes each one. That job needs consistent structured output at volume, not deep reasoning, and that is the slot OpenAI: GPT-5 Nano targets. The notable spec is the 400,000-token context. You can pack a full policy manual plus long ticket threads into a single call instead of building a retrieval layer first. Our listing has no price or tag data for it today, so check current OpenAI pricing before you budget.

The trade-off is the usual small-model one. A big window does not mean the model reasons well across all of it. Expect weaker multi-step logic and more missed details deep in long inputs than you would get from larger tiers. You are also tied to OpenAI's API. Run an eval on your own data before committing. My recommendation is to use it for extraction and routing, and to escalate anything that needs judgment to a bigger model.

A wide window is not the same as a sharp eye.

The largest pool of money among the 469 markets we track sits on a question most traders think will resolve no. "Will the U.S. invade Iran before 2027?" on Polymarket has drawn $74,632,969 in volume, yet it trades at 15¢. That gap between attention and conviction tells you something: people care intensely about this outcome while assigning it roughly a one-in-seven chance.

The rest of the volume leaderboard reinforces the pattern, though with far less plausible outcomes. Jesus Christ returning before 2027, LeBron James winning the 2028 presidency, and Oprah Winfrey or Bernie Sanders taking the 2028 Democratic nomination each trade at 1¢. These are longshots by any measure, and their $52 million to $66 million volumes reflect cheap lottery tickets and market-making churn rather than genuine belief.

The Iran market is different because 15¢ is not a joke price. With 74 days until it closes, every day without escalation should, all else equal, pull that number lower. If it holds steady or rises, traders are pricing in real risk that the calendar alone does not explain.

That makes it a useful barometer for geopolitical anxiety, more honest than headlines because money is attached.

Watch whether the Iran contract drifts below 15¢ as the 74-day clock keeps running.

Every metro in today's sample shows at least 20% of listings with a price cut, from Syracuse at 20.3% to Colorado Springs at 38.1%. On its own, a high cut share no longer separates weak markets from strong ones. Sellers almost everywhere are adjusting asking prices toward what buyers will pay.

The difference shows up in what happens after the cut. Peoria posts a 28.2% cut share, nearly matching Savannah's 28.8%, yet Peoria values are up 6.4% year over year while Savannah is down 2.7%. In Peoria, cuts look like sellers trimming overambitious list prices in a market that is still appreciating. In Austin (30.1% cuts, -4.3%) and Las Vegas (30.3% cuts, -2.6%), similar cut rates coincide with falling values, which points to sellers chasing the market lower. Colorado Springs has the highest cut share in this group and is down 1.4%, so it sits closer to the second pattern.

Next month, the metros to watch are those with elevated cuts and modest gains. Fayetteville carries a 31.5% cut share against a 2.5% gain. If that gain narrows while cuts stay above 30%, it would suggest the market is shifting from repricing to declining.

Tomorrow we look at whether the Northeast gainers, including Hartford and Norwich, can keep posting gains with cut shares near 20%.

In Montevideo, ensalada de fruta shows up wherever people gather in warm weather, a big bowl set out at birthdays and on the long tables of the December holidays. This version is unfussy about its sources. Canned peaches and pineapple, both packed in natural juice, sit beside cherries, grapes, red apple, orange, nectarine and plums. The tins aren't a shortcut to apologize for. Their juice becomes part of the base.

Then comes the orange soda, poured over just before serving. The fizz lifts the syrup, the sugar keeps cut apple from browning too quickly, and the whole thing turns bright and a little reckless, closer to a punch you eat with a spoon. The recipe page keeps it that simple.

October means spring down south, with summer fruit not far off. Up here, it's a bowl worth making anyway, with good canned fruit and the last grapes.

Spoon it over vanilla ice cream, or swap in sparkling water if you'd like it less sweet.

Most homeowners assume a project signed in October will wrap before winter. In practice, a renovation contracted now often reaches its exterior phase in December. By then concrete, mortar and many adhesives won't cure properly below about 40°F, and an opened wall or roof can sit exposed to sleet for days.

Before signing, ask your general contractor to add a cold-weather section to the contract. It should state who pays for temporary heat, insulated curing blankets and tarping. It should set the minimum temperature for pouring footings or setting tile. It should also name a cutoff date after which exterior work pauses until spring instead of pushing ahead badly.

Ask how the schedule shifts if subcontracted Concrete Contractors or Roofers get weather-delayed. Avoid contracts that call weather delays "excusable" without saying who covers protection costs during the wait.

Tomorrow: Electricians, and the winter wiring check worth booking before holiday lights go up.