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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

Relationships

No evidence-backed relationships are recorded.

Current stories

build1 publisher

Hidden Unicode traps on signup forms turn prompt injection against AI agents

Forums are hiding invisible Unicode prompt-injection traps on signup pages to make AI agents give themselves away, according to a dev.to post. Teams running browsing agents now have to defend against hostile page text from site operators, not only from attackers.

Publishers:dev.to

Reality

Evidence18
Adoption
Insufficient
Hype gap+20
Incentives
Insufficient
Confidence25
build1 publisher

Claude's new tokenizer and GPT-6's 272K price cliff break old LLM cost models

Claude 4.7 emits about 30 percent more tokens for the same text and GPT-6 bills roughly double above 272K input tokens, a dev.to digest reports. Budget checks built on old token counts now undercount, so prompt size needs a hard cap enforced in code.

Publishers:dev.to

Reality

Evidence35
Adoption
Insufficient
Hype gap+10
Incentives
Insufficient
Confidence35
build1 publisher

A hard-killed DigitalOcean Kubernetes node keeps receiving traffic for 10 seconds after it is marked NotReady

DigitalOcean Kubernetes marked a hard-killed node NotReady in 2.9 seconds and kept routing traffic to its pods for 10 more, across ten tests published on dev.to. On this managed platform the slow step is the endpoint update after detection, and none of the configuration changes tried shortened it.

Publishers:dev.to

Reality

Evidence45
Adoption
Insufficient
Hype gap0
Incentives
Insufficient
Confidence50
build1 publisher

One unhandled error can switch off a Make.com webhook scenario

Make.com switches off a webhook-triggered scenario after one unhandled error when incomplete-execution storage is off, according to a dev.to guide. In that configuration, the guide rates an unhandled module as the most disruptive error-handling option in Make.

Publishers:dev.to

Reality

Evidence45
Adoption
Insufficient
Hype gap+5
Incentives
Insufficient
Confidence50
build1 publisher

Registry logs show Compose v5.5.1 ignoring pull_policy windows on explicit pulls

Docker Compose v5.5.1 hit the registry on all three explicit pulls in a developer's test, though its v5.5.0 changelog says pull now honors refresh windows. For CI pipelines built around an explicit pull step, the upgrade bought no fewer registry calls in that test.

Publishers:dev.to

Reality

Evidence55
Adoption
Insufficient
Hype gap+25
Incentives
Insufficient
Confidence50

Earlier coverage

  1. Shopify's public products.json stops paging at 25,000 products in live-store tests

    Build · September 29, 2026 · 1 publisher

  2. A stale appearance stream lets a filled PDF form keep showing the value it replaced

    Build · September 27, 2026 · 1 publisher

  3. Agent memory handoffs cut replaced context 98.65% by moving verbatim text out of the prompt

    Build · September 27, 2026 · 1 publisher

  4. Resume-parsing guide: disclosure team owns the field allowlist, even if another team owns the template

    Build · September 27, 2026 · 1 publisher

  5. Lookup-field improvement on a low-code platform broke a warehouse app untouched for eight months

    Build · September 27, 2026 · 1 publisher

  6. A retry ID built from fixed state kept a trading bot's stop-loss repair failing for hours

    Build · September 27, 2026 · 1 publisher

  7. One sanitizer strips invisible Unicode from every traveller's text before it reaches a prompt

    Build · September 27, 2026 · 1 publisher

  8. A conditional SQL update should decide when a 10-minute inventory hold expires

    Build · September 27, 2026 · 1 publisher

  9. Moving MCP secrets into a gateway leaves a hijacked agent holding only a per-run token

    Build · September 27, 2026 · 1 publisher

  10. SvelteKit starter kits' boot-time migrations race once a second replica starts

    Build · September 27, 2026 · 1 publisher

  11. A coding agent built a four-platform Kotlin messenger from a 33 KB plan cut into five steps

    Build · September 27, 2026 · 1 publisher

  12. Agent-written code moves the first human review to the engineer who opens the pull request

    Build · September 27, 2026 · 1 publisher

  13. Wall-clock last-write-wins overwrote an offline phone note while the phone's clock read correctly

    Build · September 26, 2026 · 1 publisher

  14. One SQLite transaction keeps a retried Buy click from creating a second order

    Build · September 26, 2026 · 1 publisher

  15. Reranker guide pairs every training example with a copy stripped of click statistics

    Build · September 26, 2026 · 1 publisher

  16. Claude Code's subagent transcripts record which model and effort level each launch used

    Build · September 26, 2026 · 1 publisher

  17. A release-gate scanner printed PASS for two months while scanning zero files

    Build · September 26, 2026 · 1 publisher

  18. Dev.to fintech guide records checkout outcomes only after commit or rollback

    Build · September 26, 2026 · 1 publisher

  19. Express upload guide moves the GPS-tag check to the re-encoded file it publishes

    Build · September 26, 2026 · 1 publisher

  20. Per-tenant SPF, DKIM and DMARC checks give each publisher domain its own rollback point

    Build · September 26, 2026 · 1 publisher

  21. Agent retries that feed errors back into the prompt make every attempt cost more than the last

    Build · September 26, 2026 · 1 publisher

  22. A go/no-go rubric for MCP servers scores agent behavior separately from protocol tests

    Build · September 26, 2026 · 1 publisher

  23. Coding-agent hard limits belong in scoped credentials and CI checks outside the system prompt

    Build · September 26, 2026 · 1 publisher

  24. Your agent supplies its own confirmation: confirm=True is not a permission boundary

    Build · August 15, 2026 · 1 publisher

  25. The outbox relay's missing integer: how one unsendable row stalls the whole pipeline

    Build · August 16, 2026 · 1 publisher

  26. Andrew Pyle gives each coding agent its own git worktree cut from origin/main

    Build · September 26, 2026 · 1 publisher

  27. Bounded label registries keep agent metrics from adding a time series per run

    Build · September 26, 2026 · 1 publisher

  28. 157 plans, one real model: the expensive agent failures land before the first tool call

    Build · August 20, 2026 · 1 publisher

  29. Checking a revision register keeps superseded documents out of RAG answers

    Build · September 26, 2026 · 1 publisher

  30. A dev.to LLM retry pattern randomizes Retry-After waits between half and the full provider-requested time

    Build · September 26, 2026 · 1 publisher

  31. Frontier models score at most 0.17 on a source-trust test that a two-line rule passes perfectly

    Build · September 26, 2026 · 1 publisher

  32. A Kafka Streams auth cache kept a revoked API key working for four days

    Build · September 26, 2026 · 1 publisher

  33. PostgreSQL's VACUUM strands sparse b-tree pages until a REINDEX rebuilds them

    Build · September 26, 2026 · 1 publisher

  34. An explicit uncertainty gate removed 60% of one team's production agent incidents

    Build · August 29, 2026 · 1 publisher

  35. Retrying a timed-out tool call can make an AI agent refund the same order twice

    Build · September 25, 2026 · 1 publisher

  36. Summing planned pixels before rendering tells on-call whether a PDF preview retry will help

    Build · September 25, 2026 · 1 publisher

  37. Adding a 'could not tell' result to checks exposed four new ways to misread them

    Build · September 25, 2026 · 1 publisher

  38. A unique key written before the queue ack stops LLM retries from reordering moderation review

    Build · September 25, 2026 · 1 publisher

  39. Stamping typeset PDFs cuts a 180,000-copy watermark run from 90 CPU-hours to 2

    Build · September 25, 2026 · 1 publisher

  40. A 4-bit 7B model that fits in 4 GB still runs out of memory near 30,000 tokens

    Build · September 25, 2026 · 1 publisher