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Company

dev.to

Community publishing platform, built on the open-source Forem software, where software developers post technical write-ups, tutorials and engineering notes.

Known aliases

  • aws-builders
  • AWS Builders (dev.to)
  • DEV
  • DEV Community
  • devsignal
  • devto
  • dev to
  • dev.to
  • dev.to aws-builders
  • dev.to platform
  • dev.to weekly AI engineering brief
  • EdgeHUB
  • Forem
  • gamedevtoollab
  • theaidownside
  • The AI Downside

Current stories

buildOne report1 publisher

A DEV Community post explains AWS Lambda Web Functions, which run a plain Node.js HTTP server, and when to use them instead of event-handler Lambdas

AWS Lambda Web Functions let an ordinary Node.js HTTP server run on Lambda, listening on the port in AWS_LAMBDA_HTTP_ENDPOINT, a DEV Community post says. The author says it does not replace event-handler Lambdas and tested it with a streaming agent and simulated high-traffic services.

Publishers:dev.to

Reality

Evidence50
Adoption
Not scored
Hype gap−10
Incentives
Not scored
Confidence55
buildOne report1 publisher

A flash loan chose the price at which KolanHook's buyback spent the hook's own ETH

KolanHook lost about 2.31 ETH on 15 October 2026 to a flash-loan price push, according to a DEV Community post-mortem. Its buyback swap had no effective price limit, and any caller could trigger it.

Publishers:dev.to

Reality

Evidence55
Adoption
Not scored
Hype gap+15
Incentives
Not scored
Confidence55
buildOne report1 publisher

Uber Eats halved search time through many fixes, the largest around 200 ms

Uber Eats halved its search wait with no single change worth more than about 200 ms, a DEV Community summary of Uber Engineering's post says. The biggest saving came after Uber started timing the first fully drawn screen on the phone.

Publishers:dev.to

Reality

Evidence45
Adoption
Not scored
Hype gap+8
Incentives30
Confidence50
buildOne report1 publisher

Team splits one 100-thread pool into database and API executors after p99 latency hit 18 seconds

Spring Boot p99 latency climbed from 400 ms to 18 s at about 20% CPU when one 100-thread pool ran both API and database calls, a DEV Community post says. The team's fix was a separate executor for each resource, and the post says virtual threads would not have helped.

Publishers:dev.to

Reality

Evidence58
Adoption
Not scored
Hype gap+10
Incentives
Not scored
Confidence62
buildOne report1 publisher

Go 1.27 lets go build pass code that go test rejects under a new stdversion check

DEV Community's Go 1.27 guide says most modules need one go.mod line and a go fix pass, plus a handful of changes that bite silently. Some fail the build outright and others pass it, so the order is build, test, then fix.

Publishers:dev.to

Reality

Evidence45
Adoption
Not scored
Hype gap−5
Incentives
Not scored
Confidence50
buildOne report1 publisher

Google starts rolling out Gemini skills in the Gemini app and pauses the Workspace rollout, per a DEV Community guide

Google paused the Workspace rollout of Gemini skills on October 13 while the Gemini app rollout continues, a DEV Community guide reports. Business accounts lose Gems from March 1, 2027 at the earliest, and the pause has no end date.

Publishers:dev.to

Reality

Evidence50
Adoption
Not scored
Hype gap−5
Incentives
Not scored
Confidence55
buildOne report1 publisher

A 10,000-character skill test passed at 2,304 while Claude Code's listing neared a 30,000 budget, a team says

A DEV Community post says Claude Code 2.1.296's skill listing budget is 30,000 characters, three times the 10,000 one team's commit test enforced. Japanese characters count double there, and the listing already stood near 28,100.

Publishers:dev.to

Reality

Evidence55
Adoption
Not scored
Hype gap
Not scored
Incentives
Not scored
Confidence50
buildOne report1 publisher

C# 15's with() element lets a collection expression carry its comparer inside the brackets

C# 15 collection expressions can start with with(...) to hand a comparer or capacity to the collection's constructor, a DEV Community post shows. The post calls a missing comparer a silent bug, but with() is optional, so a set without it still compiles.

Publishers:dev.to

Reality

Evidence58
Adoption
Not scored
Hype gap+8
Incentives
Not scored
Confidence62
buildOne report1 publisher

Ranking every neuron and head lets one DINOv3 encoder shed 427M parameters for a 0.8% accuracy cost

Authors at the University of Amsterdam and TNO cut 427M parameters from a DINOv3 encoder for a 0.8% ImageNet-1k accuracy loss, with no weight updates. Their edge over simpler baselines shows up mainly under deep pruning.

Publishers:dev.to

Reality

Evidence58
Adoption
Not scored
Hype gap−10
Incentives
Not scored
Confidence55
buildOne report1 publisher

A 5h55m Azure OpenAI outage in Sweden Central needs a circuit breaker and a second route

Azure OpenAI and Foundry in Sweden Central failed for 5 hours 55 minutes on 29 September, according to a postmortem write-up summarised on dev.to. The post prescribes a per-call timeout, a circuit breaker and a second route, and we found two gaps in its sample breaker.

Publishers:dev.to

Reality

Evidence40
Adoption
Not scored
Hype gap−5
Incentives
Not scored
Confidence50
buildOne report1 publisher

Caveman 4.0.0 reorganises the project into six parts, adding a local compression proxy and a model-and-effort router alongside the caveman voice

Caveman 4.0.0, released on 13 October, makes the caveman voice one of six parts in a repo that has passed 111,000 GitHub stars. The repo's Honest Numbers page, as dev.to reports it, puts that voice at about 3% over "Answer concisely".

Publishers:dev.to

Reality

Evidence42
Adoption70
Hype gap+20
Incentives
Not scored
Confidence60
buildOne report1 publisher

Claude Code compacts idle sessions of 200k tokens or more before the prompt cache expires

Anthropic switched on idle compaction in Claude Code around v2.1.286, replacing long idle conversations with a summary, a dev.to analysis reports. Version 2.1.290 adds idleCompaction: false, a choice that falls on anyone keeping large sessions open past an hour.

Publishers:dev.to

Reality

Evidence58
Adoption
Not scored
Hype gap−5
Incentives
Not scored
Confidence60
buildOne report1 publisher

Median UK public body pays 94.1% of invoices within 30 days, 514 payment notices show

UK public bodies' own payment notices put the median share of invoices paid within 30 days at 94.1%, a dev.to analysis found. Suppliers can now screen a buyer's record before bidding, but the figures are self-reported and unaudited.

Publishers:dev.to

Reality

Evidence62
Adoption
Not scored
Hype gap−5
Incentives
Not scored
Confidence58
buildOne report1 publisher

Any Duo Agent Platform account can run arbitrary commands on a GitLab AI Gateway server

GitLab has patched CVE-2026-90970, a CVSS 9.9 flaw that lets any authenticated Duo Agent Platform user run arbitrary commands on the AI Gateway server. Fixed releases are 19.2.4, 19.3.2 and 19.4.1 for self-hosted installs.

Publishers:dev.to

Reality

Evidence50
Adoption
Not scored
Hype gap+10
Incentives
Not scored
Confidence45
buildOne report1 publisher

Docker prune reports 0 B reclaimed while a buildx builder's volume holds 73 MB of cache

A dev.to post measured 73 MB of buildx cache under Local Volumes on Docker Engine 29.9.0 while Build Cache read 0 B. docker builder prune works only on the selected builder, so CI hosts need to clean the other builder's volume separately.

Publishers:dev.to

Reality

Evidence58
Adoption
Not scored
Hype gap+15
Incentives40
Confidence65
buildOne report1 publisher

OpenAI's Decisions API beta returns a probability, a choice or a score instead of prose

OpenAI's Decisions API beta answers each question with a probability, a choice or a score, billed at $0.10 per million input tokens. The format ends regex parsing, but a dev.to guide says the confidence cutoffs are still the developer's to set.

Publishers:dev.to

Reality

Evidence40
Adoption
Not scored
Hype gap−10
Incentives
Not scored
Confidence50
buildOne report1 publisher

A moved tag can no longer change what an onboarded GitHub Actions workflow runs

GitHub put workflow lockfiles in public preview, so onboarded Actions runs use the commits recorded in actions.lock even if a tag or branch moves. The lock does not assess whether the action is safe; that review stays with the team.

Publishers:dev.to

Reality

Evidence45
Adoption
Not scored
Hype gap−10
Incentives
Not scored
Confidence50
buildOne report1 publisher

Changing only the model string to Opus 5.5 or Sonnet 5.5 returns HTTP 400 on five settings

Swapping only the model string from Opus 5 or Sonnet 5 to the 5.5 models hits an HTTP 400 on one of five settings, a dev.to author reports. They cover thinking mode, forced tool_choice, computer-use toolsets, thinking-block replay and advisor pairings.

Publishers:dev.to

Reality

Evidence55
Adoption
Not scored
Hype gap+10
Incentives55
Confidence60
buildOne report1 publisher

Googlebot downloads 2 MB of HTML per URL and ignores the rest of the page

Googlebot fetches at most 2 MB of HTML per non-PDF URL and ignores the rest, according to a dev.to summary of Google's crawling guidance. Teams with an unexplained organic drop can check page weight, element order and response times before blaming rankings.

Publishers:dev.to

Reality

Evidence50
Adoption
Not scored
Hype gap−5
Incentives
Not scored
Confidence55
buildOne report1 publisher

Kling 4.0 swaps the single prompt for up to 10 keyframes and 15 references per clip

Kuaishou's Kling AI team announced Kling 4.0 on September 28 with 30-second clips, up to 10 keyframes and up to 15 Omni Reference inputs. A dev.to explainer describes the input as a shot list plus a reference set, though the full model is not public yet.

Publishers:dev.to

Reality

Evidence25
Adoption
Not scored
Hype gap+30
Incentives
Not scored
Confidence40

Earlier coverage