Every source behind the read

90 sources in Teams and technical leaders, with product documentation Showing all 169 sources

1. No opinion stated

   Jose Enrique Hernandez (@_josehelps), Prevention Engineering at MagicSword, former Splunk Threat Research director

   Post on stealing a Bedrock AgentCore agent's cloud identityX post

   One chat prompt to a public Bedrock AgentCore agent was enough to steal its cloud identity, a warning to scope the permissions an agent's role carries.

   "One chat prompt to a public AWS Bedrock AgentCore agent was enough to steal its cloud identity."

   Published Oct 27, 2026self-described: Security research on a public AgentCore agent

   Counts toward

   • Managed Agents, RAG & Guardrails: Mixed or negative

   Published on

   Developer Communities

   Who

   Technical leadership

   Evidence

   Reported

   Applies to

   Current

2. Mixed

   orwin, Hacker News commenter

   Comment on: Fable Took My JobHacker News comment

   The team's Bedrock usage cost about US$7,000 last month, while another internal team tests open models on its own hardware.

   Published Oct 12, 2026self-described: Security and red-team engineering

   Counts toward

   • Overall signal
   • Cost Surprises: Discussed without concern

   Published on

   Developer Communities

   Who

   Small product team

   Evidence

   Measured

   Applies to

   Current

3. Positive

   elpakal, Hacker News commenter

   Comment on: Decisions API is in public betaHacker News comment

   On Bedrock, the team just switched from OpenAI to Anthropic models because of the zero data retention guarantee.

   Published Oct 7, 2026self-described: Team on Bedrock

   Counts toward

   • Overall signal
   • Model Choice: Positive
   • Data Terms & Retention: Discussed without concern

   Published on

   Developer Communities

   Who

   Small product team

   Evidence

   Reported

   Applies to

   Current

4. Positive

   kingslayerer, r/aws

   Comment on: GLM 5.3 on Bedrock still not available?Reddit comment

   Connected the Zed editor to Bedrock because it is the only provider the author trusts not to train on the team's code, helped by the team's AWS credits.

   Published Oct 7, 2026self-described: Team connecting the Zed editor to Bedrock

   Counts toward

   • Overall signal
   • AWS Integration: Positive
   • Data Terms & Retention: Discussed without concern
   • Bought through the AWS agreement

   Published on

   Developer Communities

   Who

   Small product team

   Evidence

   Reported

   Applies to

   Current

5. Negative

   Professional-Sir7048, r/aws

   Comment on: Are GPT 5.6 models down?Reddit comment

   Sees high error rates on GPT-6.1 Sol and GPT-6 Luna on Bedrock, inconsistent between the Mantle and regular endpoints, with no published downtime metrics.

   Published Oct 5, 2026self-described: Workplace that runs every model call through Bedrock

   Counts toward

   • Overall signal
   • Quotas, Capacity & Latency: Raised as a concern
   • Bought through the AWS agreement

   Published on

   Developer Communities

   Who

   Small product team

   Evidence

   Reported

   Applies to

   Current

   Observed on

   GPT-6.1 Sol and GPT-6 Luna on Bedrock

6. Mixed

   Siddharth Kodwani, Software Engineer, GenAI Platform, DoorDash, with Swaroop Chitlur

   Building a GenAI Platform at DoorDashConference talk, InfoQ

   DoorDash's gateway calls the Claude API endpoint with Amazon Bedrock as its fallback, and OpenAI with Azure, so services stay up when one route fails. As usage grew, the gateway added workspaces that attribute cost to each department.

   "We actually had to go understand what the fallback should be, what kind of routing should be. At one point, I remember we had OpenAI endpoint, but we also had a fallback on Azure endpoint. Or, we had Claude model API endpoint, then we had a fallback on Bedrock, so that the services can rely on us from the reliability point of view. We went in that direction. We quickly realized that as the usage is going up, then we need a way to track, because now finance got involved. Like, you guys have one API key for multiple teams, how do I track who is using what? We quickly realized we need workspaces where we have cost attribution. We can actually drill down on who is using how much. We can attribute cost back to those departments. That's what basically we did with LLM Gateway."

   Published Oct 3, 2026self-described: DoorDash's LLM Gateway, serving OpenAI, Anthropic and Gemini models to product teams across the company

   Counts toward

   • Overall signal
   • AWS Integration: Positive
   • Keep a layer in front

   Published on

   Podcasts, Talks & Videos

   Who

   Organization-wide

   Evidence

   Reported

   Applies to

   Current

7. Mixed

   sajithdilshan, Hacker News commenter

   Comment on: Sonnet 5.5Hacker News comment

   The team runs Anthropic models on Bedrock in EU regions for compliance and cannot try newer OpenAI models because they are not offered in any EU region.

   Published Sep 28, 2026self-described: Company under EU compliance

   Counts toward

   • Overall signal
   • Regional Availability: Raised as a concern
   • Bought through the AWS agreement

   Published on

   Developer Communities

   Who

   Small product team

   Evidence

   Reported

   Applies to

   Current

8. No opinion stated

   Artificial Analysis

   Claude Sonnet 5 (Max): API Provider Benchmarking & AnalysisIndependent benchmark, Artificial Analysis

   Across four providers of Claude Sonnet 5, Amazon Bedrock measured the highest output speed at 85.9 tokens per second and the lowest time to first answer token at 88.53 seconds.

   Published Sep 26, 2026self-described: Independent benchmark of Claude Sonnet 5 across four API providers

   Counts toward

   • Speed: Positive

   Published on

   Engineering Blogs & Reviews

   Who

   Product or platform team

   Evidence

   Measured

   Applies to

   Current

   Observed on

   Claude Sonnet 5 at max effort on Amazon Bedrock, Azure, Anthropic, and Google

9. No opinion stated

   Artificial Analysis

   gpt-oss-120b (high): API Provider Performance Benchmarking & Price AnalysisIndependent benchmark, Artificial Analysis

   Re-running BFCL v4, HLE, and AA-LCR against each of 16 provider endpoints, Artificial Analysis measured Amazon Bedrock's gpt-oss-120b at 101% of the reference endpoint's accuracy.

   Published Sep 26, 2026self-described: Independent benchmark of gpt-oss-120b across 16 API providers

   Counts toward

   • Model Quality: Positive

   Published on

   Engineering Blogs & Reviews

   Who

   Product or platform team

   Evidence

   Measured

   Applies to

   Current

   Observed on

   gpt-oss-120b (high) on Amazon Bedrock and 15 other providers

10. Negative

    SmoothRunnings, r/aws

    Cannot access OpenAI.GPT-5.6-sol in BedrockReddit post

    A company already running Claude on Bedrock could not enable GPT-5.6 Sol for a manager, getting AccessDeniedException even from the root account.

    Published Sep 24, 2026self-described: Company already running Claude on Bedrock

    Counts toward

    • Overall signal
    • Setup & Model Access: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

11. Negative

    hoo29, r/aws

    Suspension of Anthropic Models on BedrockReddit post

    AWS revoked a UK team's Anthropic model access on Anthropic's direction, and could not say which prompts broke the policy because AWS does not receive the details.

    Published Sep 14, 2026self-described: UK team using Claude Code through Bedrock

    Counts toward

    • Overall signal
    • Model Choice: Mixed or negative
    • Data Terms & Retention: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

12. Mixed

    ghshephard, Hacker News commenter

    Comment on: Navier-Stokes - Tristan Buckmaster [pdf]Hacker News comment

    At a multi-billion-dollar company already big on AWS, approving Bedrock on dedicated GPUs took 4 to 6 months of legal review, and Fable remains off-limits over retention.

    Published Sep 10, 2026self-described: Multi-billion-dollar Silicon Valley company

    Counts toward

    • Overall signal
    • Setup & Model Access: Raised as a concern
    • Data Terms & Retention: Raised as a concern
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Organization-wide

    Evidence

    Reported

    Applies to

    Current

13. Positive

    jdm2212, Hacker News commenter

    Comment on: On the Navier-Stokes Millennium Prize ProblemHacker News comment

    Three companies the commenter has worked for each combined enterprise agreements, self-hosting, and Bedrock to keep proprietary data out of model training.

    Published Sep 9, 2026self-described: Three employers' AI data policies

    Counts toward

    • Overall signal
    • Data Terms & Retention: Discussed without concern
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

14. Negative

    HKChad, r/aws

    Comment on: Absolutely bonkers that Bedrock is blocked for newer accountsReddit comment

    After six months of monthly quota requests went unanswered or denied, the team moved to the model provider's own API.

    Published Aug 31, 2026self-described: Team whose usage outgrew its Bedrock quota

    Counts toward

    • Overall signal
    • Quotas, Capacity & Latency: Raised as a concern
    • Should a team buy models through Bedrock or from the model vendor directly?: Vendor API

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

15. Positive

    Engineer at Neradot

    Case Study: Cutting LLM Cost by 36% with Prompt CachingEngineering blog post, Neradot blog

    Neradot cut a production support agent's inference cost by 36% with prompt caching on Claude via Bedrock, placing its own cache breakpoints.

    "Two passes later the bill was down 36%, with no measurable change in output quality."

    Published Aug 31, 2026Neradot, production support agent

    Counts toward

    • Overall signal
    • Cost Efficiency: Positive

    Published on

    Engineering Blogs & Reviews

    Who

    Product or platform team

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Claude on Amazon Bedrock with prompt caching

16. Negative

    Mik_Mik_Mik, r/aws

    TPM Quota Increase Request Denied with No Clear Reason (Bedrock)Reddit post

    After six months of US$300 to US$500 a month on Activate credits, the company's tokens-per-minute increase for Bedrock agents keeps being denied over billing history.

    Published Aug 29, 2026self-described: Startup running Bedrock agents on AWS Activate credits

    Counts toward

    • Overall signal
    • Quotas, Capacity & Latency: Raised as a concern
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

17. Negative

    TheP1000, Hacker News commenter

    Comment on: Codex on AWS bedrock bug causing 10x chargesHacker News comment

    The team's Codex on Bedrock cache read-to-write ratio was under 5%, making it cost about 10x what it should until a workaround.

    Published Aug 21, 2026self-described: Team running Codex on Bedrock

    Counts toward

    • Overall signal
    • Cost Surprises: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Codex with OpenAI models on Amazon Bedrock

18. Negative

    jdgoesmarching, Hacker News commenter

    Comment on: Stripe will reportedly acquire OpenRouter for US$7B+Hacker News comment

    After a year of rate limiting, slowness, and Bedrock lagging on new open models and their API features, the commenter decided OpenRouter is worth its cut.

    Published Aug 17, 2026self-described: Team running open models

    Counts toward

    • Overall signal
    • Quotas, Capacity & Latency: Raised as a concern
    • Lag Behind Vendor APIs: Raised as a concern
    • Latency: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

19. Negative

    Piotr6543, r/aws

    New account with quota 0 on aws bedrock frontier modelsReddit post

    A startup moved its infrastructure to AWS on US$5,000 in credits, then found its quota for frontier models set to zero and its increase request auto-denied.

    Published Aug 9, 2026self-described: Startup for dietitians moving its infrastructure to AWS

    Counts toward

    • Overall signal
    • AWS Integration: Positive
    • Quotas, Capacity & Latency: Raised as a concern
    • Setup & Model Access: Raised as a concern
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

20. Mixed

    fennecfoxy, Hacker News commenter

    Comment on: Beating GPT-5.6 Sol on retrieval with 100x cheaper open modelsHacker News comment

    On Bedrock Knowledge Bases the team is locked into a basic RAG implementation, with hybrid search hard to use, although it works reliably.

    Published Aug 7, 2026self-described: RAG over a 1,300-page procedures document

    Counts toward

    • Overall signal
    • Managed Agents, RAG & Guardrails: Mixed or negative
    • Stability: Positive
    • Should a team build on Bedrock's managed agents and retrieval, or run its own on Bedrock inference?: Managed services

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

21. Negative

    HeyItsFudge, r/aws

    Bedrock is an exclusionist and outdated platform for AIReddit post

    AWS support refused a startup access to current Claude models, citing payment history; by the time it replied to an Opus 4.8 request, Opus 5 had shipped.

    Published Aug 7, 2026self-described: Startup asking for access to current Claude models

    Counts toward

    • Overall signal
    • Setup & Model Access: Raised as a concern
    • Lag Behind Vendor APIs: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

22. No opinion stated

    sharon-wang, Posit engineer and posit-dev/ai-lib maintainer

    Claude Fable 5 on Bedrock returns raw 400 (data retention mode 'default' not available)GitHub issue, posit-dev/ai-lib

    Selecting Claude Fable 5 on Posit Assistant's Bedrock provider returned HTTP 400 on every message, with an error saying the default data retention mode was not available for the model. A later comment proposed keeping such models out of the picker; by Oct 23, 2026 the cause and the retention modes the model accepts were still unconfirmed.

    "Selecting Claude Fable 5 on the Amazon Bedrock provider and sending any message returns HTTP 400 before generation…"

    Published Jul 27, 2026self-described: Posit Assistant 0.8.0 in the Positron IDE, with Amazon Bedrock as one model provider

    Counts toward

    • Setup & Model Access: Raised as a concern
    • Data Terms & Retention: Raised as a concern

    Published on

    Developer Communities

    Who

    Product or platform team

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude Fable 5 on the Amazon Bedrock provider

23. Mixed

    cjonas, Hacker News commenter

    Comment on: Claude Opus 5Hacker News comment

    The team could not use Opus 5 in its Bedrock account without setting its data retention mode to provider data sharing.

    Published Jul 24, 2026self-described: Team Bedrock account

    Counts toward, pending a recheck

    • Overall signal
    • Data Terms & Retention: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Needs a recheck

    Observed on

    Claude Opus 5 on Amazon Bedrock

24. No opinion stated

    rhamnett, GitHub user running an internal drafting eval

    @ai-sdk/amazon-bedrock: native structured output silently degenerates on claude-sonnet-4-6GitHub issue, vercel/ai

    After an AI SDK update switched Claude Sonnet 4.6 on Bedrock to native structured output, rhamnett's 20-item eval went from 0 length failures to about 10 of 20 items, and judge scores fell from 0.75 to 0.48. Restoring the old request format restored parity.

    "On our internal drafting eval (20-item golden dataset, blind 3-vote LLM judge, identical prompts/schemas), moving from @ai-sdk/amazon-bedrock@4.0.112 to 5.0.29 took length-failures from 0/20 to ~10/20 and dropped judge scores from 0.75 to 0.48."

    Published Jul 23, 2026self-described: A team's drafting feature on Claude Sonnet 4.6 through Vercel's AI SDK Bedrock provider

    Counts toward

    • Tool Use & Structured Output: Mixed or negative
    • Inconsistent Results: Raised as a concern

    Published on

    Developer Communities

    Who

    Product or platform team

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Claude Sonnet 4.6 on Bedrock, @ai-sdk/amazon-bedrock 4.0.112 and 5.0.29

25. Positive

    utilize1808, Hacker News commenter

    Comment on: Kimi K3: Open Frontier IntelligenceHacker News comment

    In the commenter's industry, AI tools are approved only when trusted platforms such as Copilot or Bedrock offer them, because InfoSec and Legal will not authorize other providers.

    Published Jul 20, 2026self-described: Regulated industry on Microsoft and AWS platforms

    Counts toward

    • Overall signal
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

26. Positive

    Moses Mendoza, Honeycomb blog author, co-writing with Staff Software Engineer Martin Holman

    From Prototype to Production With AWS AgentCoreEngineering blog post, Honeycomb blog

    Honeycomb runs its Canvas agents on AgentCore and calls its sessions and memory solid building blocks. Each deploy sent live sessions to fresh environments and sessions end after 8 hours, so the team pins each investigation to an endpoint and keeps session history in S3 Files.

    "Since Canvas's active coordination state lives in memory, we were losing history on every deploy."

    Published Jul 6, 2026Honeycomb Canvas, a collaborative incident investigation agent

    Not counted

    Honeycomb sells an integration with Amazon Bedrock AgentCore and holds an AWS competency, as the same page says. Kept in the record; it takes part in no figure.

    Published on

    Engineering Blogs & Reviews

    Who

    Technical leadership

    Evidence

    Reported

    Applies to

    Current

    Observed on

    AgentCore Runtime and Agent Memory, with session history in S3 Files

27. Negative

    consumer451, Hacker News commenter

    Comment on: Anthropic requires 30 day data retention for Fable and MythosHacker News comment

    Because of Fable's retention policy, the author will not use it in products the company sells, and can no longer give customers a simple no-training assurance about Bedrock.

    Published Jun 11, 2026self-described: B2B products with AI features

    Counts toward

    • Overall signal
    • Data Terms & Retention: Raised as a concern
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude Fable 5

28. Negative

    calgoo, Hacker News commenter

    Comment on: AWS Bedrock to require sharing data with Anthropic for Mythos and future modelsHacker News comment

    With no guarantee that corporate documents will not be shared, and Bedrock already costing more than Anthropic's API, the team sees no reason to stay on Bedrock.

    Published Jun 10, 2026self-described: Corporate documents on Bedrock

    Counts toward

    • Overall signal
    • Data Terms & Retention: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

29. Negative

    nijave, Hacker News commenter

    Comment on: AWS Bedrock to require sharing data with Anthropic for Mythos and future modelsHacker News comment

    The retention change adds overhead: the team must now vet every Bedrock model and deny those that retain data, where before anything on Bedrock was fine to try.

    Published Jun 10, 2026self-described: Team governing Bedrock model access

    Counts toward

    • Overall signal
    • Data Terms & Retention: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

30. Positive

    a_bonobo, Hacker News commenter

    Comment on: OpenAI frontier models and Codex are now available on AWSHacker News comment

    Bedrock lets the team control which country its data stays in for many models, a requirement Anthropic's API cannot meet for its non-US operations.

    Published Jun 2, 2026self-described: Organization outside the US

    Counts toward

    • Overall signal
    • Regional Availability: Discussed without concern
    • Bought through the AWS agreement
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

31. Positive

    ykl, Hacker News commenter

    Comment on: OpenAI frontier models and Codex are now available on AWSHacker News comment

    Large corporate AI deployments often require Bedrock because of existing AWS relationships and data control, and at the commenter's employer that rules out OpenAI's API directly.

    Published Jun 1, 2026self-described: Large corporate deployment

    Counts toward

    • Overall signal
    • Bought through the AWS agreement
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Organization-wide

    Evidence

    Reported

    Applies to

    Current

32. Positive

    Shaurya Kethireddy, Lead Member of Technical Staff, Slack

    Slack AI: The Path to Multi-CloudEngineering blog post, Slack Engineering

    Slack moved Slack AI from its own SageMaker GPU endpoints to Bedrock in 2024 to reach new models sooner and stop managing GPUs, then shifted bursty features to on-demand capacity. In 2026 it added Vertex AI so a single provider outage cannot take Slack AI down, and matching models to features cut latency about 67% on high-velocity, low-token workloads.

    "Rollout: Implemented gradual traffic shifts via feature flags and instant rollback capabilities, ensuring 100% availability during the switch."

    Published May 28, 2026Slack AI serving infrastructure, from SageMaker endpoints to Bedrock and then a second cloud

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Cost Efficiency: Positive
    • Quotas, Capacity & Latency: Raised as a concern
    • Bought through the AWS agreement
    • Keep a layer in front

    Published on

    Engineering Blogs & Reviews

    Who

    Product or platform team

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Bedrock Provisioned Throughput and On-Demand, cross-Region routing within US Regions

33. Negative

    KronisLV, Hacker News commenter

    Comment on: Microsoft starts canceling Claude Code licensesHacker News comment

    A colleague spent 100 euros in one day on Sonnet 4.6 through Bedrock, chosen to keep data in the EU, against about 20 euros a month for a Mistral subscription.

    Published May 22, 2026self-described: Small company keeping data in the EU

    Counts toward

    • Overall signal
    • Cost Surprises: Raised as a concern
    • Regional Availability: Discussed without concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Claude Sonnet 4.6, EU region

34. Negative

    Ziva, AI agent for game engines

    16 days, 4 channels, no AWS Bedrock quota fixEngineering blog post, Ziva blog

    Ziva's Bedrock quotas sat 1,000 to 2,000 times below AWS's documented defaults, throttling 14 to 16% of requests, and four escalation channels over 16 days failed to raise them.

    "TL;DR: AWS is throttling our Bedrock usage at 1,000x below the minimum quota and won’t increase it."

    Published May 16, 2026self-described: Small SaaS workload on Bedrock in us-west-2

    Counts toward

    • Overall signal
    • Quotas, Capacity & Latency: Raised as a concern
    • Setup & Model Access: Raised as a concern

    Published on

    Engineering Blogs & Reviews

    Who

    Small product team

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Claude Haiku 4.5, Sonnet 4.5, Opus 4.6 via cross-region inference

35. Positive

    ceuk, Hacker News commenter

    Comment on: Claude Platform on AWSHacker News comment

    The startup relies heavily on Anthropic models via Bedrock, partly to spend its AWS startup credits, and values that Bedrock offers more than Anthropic's models.

    Published May 12, 2026self-described: Startup in the AWS startup program

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Bought through the AWS agreement
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

36. Negative

    pacoWebConsult, Hacker News commenter

    Comment on: Claude Platform on AWSHacker News comment

    Export compliance forces the company onto Bedrock for US-only inference, and with AgentCore Runtime judged poor and expensive, it has to build agent infrastructure itself.

    Published May 12, 2026self-described: Company under export compliance

    Counts toward

    • Overall signal
    • Managed Agents, RAG & Guardrails: Mixed or negative
    • Lag Behind Vendor APIs: Raised as a concern
    • Bought through the AWS agreement
    • Should a team build on Bedrock's managed agents and retrieval, or run its own on Bedrock inference?: Own code on Bedrock models

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

37. No opinion stated

    mohit10011999, OpenSearch project collaborator

    Enable AI-powered PR code review and suggestions (PR-Agent via opensearch-build)GitHub issue, opensearch-project/cross-cluster-replication

    OpenSearch's main repository runs an AI pull request reviewer built on PR-Agent with Bedrock models, and the request to extend it says it catches null pointer risks, wrong allocation IDs and missing error handling before human review.

    "The main OpenSearch repo has this enabled and it catches issues like null pointer risks, incorrect allocation ID usage, missing error handling, and architectural concerns before human reviewers even look at the PR."

    Published May 7, 2026self-described: OpenSearch project repositories, sharing one PR review workflow powered by Amazon Bedrock

    Not counted

    Its author lists Amazon as employer on the GitHub profile. Kept in the record; it takes part in no figure.

    Published on

    Developer Communities

    Who

    Product or platform team

    Evidence

    Reported

    Applies to

    Current

    Observed on

    PR-Agent workflows in opensearch-build, powered by Amazon Bedrock

38. Negative

    sarathyweb, Hacker News poster

    Tell HN: Claude Opus 4.7 quota suddenly changed to 0 TPM in BedrockHacker News post

    The team's Claude Opus 4.7 quota on Bedrock was set to zero without warning, and AWS support could not guarantee restoration and suggested moving to Opus 4.6.

    Published May 1, 2026self-described: Production applications serving government customers

    Counts toward

    • Overall signal
    • Quotas, Capacity & Latency: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude Opus 4.7, us-east-1

39. Positive

    InvidFlower, Hacker News commenter

    Comment on: OpenAI models coming to Amazon Bedrock: Interview with OpenAI and AWS CEOsHacker News comment

    With Claude Code on Bedrock and most systems on AWS under SOC 2, the team expects trying Codex to be simple once OpenAI models are on Bedrock.

    Published Apr 30, 2026self-described: Team on AWS with SOC 2

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

40. Mixed

    7thpower, Hacker News commenter

    Comment on: OpenAI models coming to Amazon Bedrock: Interview with OpenAI and AWS CEOsHacker News comment

    The team left Azure OpenAI's small quotas and provisioned-throughput push for Claude 3 on Bedrock, though that experience was also rough.

    Published Apr 29, 2026self-described: Enterprise team choosing a model platform

    Counts toward

    • Overall signal
    • Quotas, Capacity & Latency: Discussed without concern
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

41. Positive

    zmmmmm, Hacker News commenter

    Comment on: OpenAI models coming to Amazon Bedrock: Interview with OpenAI and AWS CEOsHacker News comment

    Availability through Bedrock has been a major driver of Anthropic use in the commenter's organization.

    Published Apr 28, 2026self-described: Enterprise organization

    Counts toward

    • Overall signal
    • Bought through the AWS agreement
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

42. Positive

    isqueiros, Hacker News commenter

    Comment on: Changes to GitHub Copilot individual plansHacker News comment

    At the commenter's company nearly everyone uses Claude Code via Bedrock, despite company-wide Windsurf, Copilot, and ChatGPT Enterprise accounts.

    Published Apr 22, 2026self-described: Company-wide use of Claude Code through Bedrock

    Counts toward

    • Overall signal
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Organization-wide

    Evidence

    Reported

    Applies to

    Current

43. Negative

    kgeist, Hacker News commenter

    Comment on: Anthropic takes US$5B from Amazon and pledges US$100B in cloud spending in returnHacker News comment

    A feature cannot launch in regions where the team must use Bedrock for legal reasons because latency is too poor; self-hosted models respond about three times faster.

    Published Apr 21, 2026self-described: Multi-region product with data processing laws

    Counts toward

    • Overall signal
    • Quotas, Capacity & Latency: Raised as a concern
    • Regional Availability: Raised as a concern
    • Latency: Raised as a concern
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Measured

    Applies to

    Current

44. No opinion stated

    kobyal, GitHub user

    Bedrock makes 3x more tool calls and API round-trips than direct API for identical tasksGitHub issue, Claude Code

    With the same prompt, codebase, and Sonnet 4.6 model, Claude Code on Bedrock made 45 tool calls against 14 on Anthropic's API. It took 5 minutes 36 seconds against 1 minute 53, while per-call generation speed matched.

    Published Apr 20, 2026self-described: An enterprise rolling out Claude Code through Bedrock to more than 150 developers

    Counts toward, pending a recheck

    • Latency: Raised as a concern
    • Inconsistent Results: Raised as a concern

    Published on

    Developer Communities

    Who

    Organization-wide

    Evidence

    Measured

    Applies to

    Needs a recheck

    Observed on

    Claude Sonnet 4.6 on Bedrock's EU cross-Region profile, against Anthropic's API

45. Positive

    ErsiHoxholli, MedPolaris on GitHub

    [EXT-04] Configure Claude API via AWS Bedrock eu-central-1: EU data residency confirmedGitHub issue

    MedPolaris routes Claude through Bedrock in eu-central-1 to keep health data in the EU, with an IAM role in place of API keys. It avoids Anthropic's API.

    Published Apr 14, 2026self-described: MedPolaris, digital health platform for the German and EU market

    Counts toward, pending a recheck

    • Overall signal
    • AWS Integration: Positive
    • Setup & Model Access: Discussed without concern
    • Regional Availability: Discussed without concern
    • Bought through the AWS agreement
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Product or platform team

    Evidence

    Reported

    Applies to

    Needs a recheck

    Observed on

    Claude 3.5 Sonnet v2 on Bedrock, eu-central-1

46. No opinion stated

    Parth Malhotra, ProjectDiscovery

    How We Cut LLM Costs by 59% With Prompt CachingEngineering blog post, ProjectDiscovery blog

    ProjectDiscovery routes all Claude traffic to Anthropic's API and falls back to Bedrock and Vertex only during outages, because caches are not shared across providers.

    Published Apr 10, 2026self-described: ProjectDiscovery, Neo autonomous security testing platform

    Counts toward

    • Should a team buy models through Bedrock or from the model vendor directly?: Vendor API

    Published on

    Engineering Blogs & Reviews

    Who

    Product or platform team

    Evidence

    Reported

    Applies to

    Still applicable

    Observed on

    Claude Opus 4.5 on Anthropic's API, Bedrock, and Vertex

47. Negative

    joshdev, Hacker News commenter

    Comment on: Sonnet 4.6 Elevated Rate of ErrorsHacker News comment

    The team found Bedrock double counting cache writes for Anthropic models with thinking enabled, alongside a much higher cache miss rate, inflating usage.

    Published Apr 8, 2026self-described: Team running Claude with thinking on Bedrock

    Counts toward

    • Overall signal
    • Cost Surprises: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Anthropic models with thinking on Amazon Bedrock

48. Positive

    Founder of OutcomeOps

    You're Probably Using the Wrong Bedrock Model. Here's How to Tell.Engineering blog post, OutcomeOps blog

    Running eight models from five providers on Bedrock through the same RAG pipeline, OutcomeOps found Claude Haiku 4.5 gave the most complete answer, ahead of Sonnet 4.6.

    Published Apr 1, 2026OutcomeOps, RAG pipeline over ADRs and compliance documents

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Test on your own task

    Published on

    Engineering Blogs & Reviews

    Who

    Small product team

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Haiku 4.5, Sonnet 4.6, GPT OSS 120B, DeepSeek R1 and V3.2, Qwen3 235B, Llama 4 Maverick, Nova 2 Lite

49. Positive

    CorpOverreach, Hacker News commenter

    Comment on: Push events into a running session with channelsHacker News comment

    The company proxies Claude Code through Bedrock, and Bedrock logs have been instrumental in tracing what led a user to repeated risky software installs.

    Published Mar 20, 2026self-described: Corporate security operations

    Counts toward

    • Overall signal
    • AWS Integration: Positive

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

50. Mixed

    Yannick Gloster, Software Engineer, Tines

    Futureproofing Tines: Designing AI infrastructure for scaleEngineering blog post, Tines blog

    Tines built its first AI features on Bedrock to keep customer data in the tenant's own region and out of model training. Once Tines added other providers, Bedrock's separate wire format and tool schema needed their own translation layer.

    "The first AI features we launched were built on AWS Bedrock in order to always maintain customer data within the same geographic regions as their tenant, as well as out of any LLM training pipelines."

    Published Mar 10, 2026Tines workflow automation platform, AI features served to customer tenants

    Counts toward

    • Overall signal
    • Developer Experience: Mixed or negative
    • Bought through the AWS agreement
    • Keep a layer in front

    Published on

    Engineering Blogs & Reviews

    Who

    Product or platform team

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Bedrock Converse API beside Anthropic and OpenAI-compatible clients

51. Positive

    Eoin Shanaghy and Luciano Mammino, CTO and Senior Cloud Architect, fourTheorem

    153. LLM Inference with BedrockPodcast episode with transcript, AWS Bites

    fourTheorem's CTO likes that Bedrock now grants model access through IAM like other AWS services. The hosts call it a solid default for production inference for its data terms and Region choice. He warns that new accounts get very low default quotas and that Marketplace permissions and payment methods can block model access.

    Published Mar 6, 2026fourTheorem, AWS consultancy that builds LLM features on Bedrock for clients and its own tools

    Not counted

    Its hosts work at fourTheorem, an AWS consulting partner. Kept in the record; it takes part in no figure.

    Published on

    Podcasts, Talks & Videos

    Who

    Technical leadership

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude and Nova models through cross-Region inference profiles

52. Positive

    Luciano Mammino, Senior Cloud Architect, fourTheorem

    Understanding Amazon Bedrock Structured OutputsEngineering blog post, fourTheorem blog

    Bedrock's structured outputs replaced fourTheorem's regex and retry workarounds for JSON from models. Complex schemas still hit compiler limits, so the team keeps schemas simple. Client teams prototype on vendor APIs and move to Bedrock for production.

    Published Mar 5, 2026fourTheorem client projects that parse model output as JSON

    Not counted

    Its author works at fourTheorem, an AWS consulting partner. Kept in the record; it takes part in no figure.

    Published on

    Engineering Blogs & Reviews

    Who

    Product or platform team

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Bedrock Structured Outputs through the Converse API

53. Positive

    azath92, Hacker News commenter

    Comment on: Qwen3.5 Fine-Tuning GuideHacker News comment

    Benchmarking a document classification task the team sends to Haiku, the author found several small models on Bedrock matched Haiku closely at a fraction of the input price.

    Published Mar 4, 2026self-described: Document classification pipeline

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Model Quality: Positive
    • Test on your own task

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Claude Haiku, Llama, gpt-oss, Ministral, Gemma, GLM on Amazon Bedrock

54. Mixed

    indemnity, Hacker News commenter

    Comment on: Orchestrate teams of Claude Code sessionsHacker News comment

    At work the team runs Claude Code through a proxy to Bedrock: slower than Anthropic direct and later to get new models, but much cheaper by its stats.

    Published Feb 6, 2026self-described: Work team using Claude Code through a Bedrock proxy

    Counts toward

    • Overall signal
    • Cost Efficiency: Positive
    • Quotas, Capacity & Latency: Raised as a concern
    • Lag Behind Vendor APIs: Raised as a concern
    • Latency: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

55. Positive

    Hypertrail engineering team

    Migrating from Legacy Bedrock Agents to Strands Agents powered by Amazon Bedrock AgentCore RuntimeEngineering blog post, Hypertrail blog

    Hypertrail moved its agent platform from Bedrock Agents to Strands on AgentCore Runtime in about a month; only Anthropic models first passed its cross-model tests.

    Published Jan 23, 2026self-described: Hypertrail, no-code enterprise agent platform

    Counts toward

    • Overall signal
    • Model Choice: Mixed or negative
    • Managed Agents, RAG & Guardrails: Positive
    • Keep a layer in front
    • Should a team build on Bedrock's managed agents and retrieval, or run its own on Bedrock inference?: Managed services

    Published on

    Engineering Blogs & Reviews

    Who

    Product or platform team

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Bedrock Agents, AgentCore Runtime and Gateway, Strands Agents

56. Positive

    Ravindra Pandya, reviewing a client's Bedrock project

    5 Hard-Earned Lessons from Building a Production App on Amazon BedrockPersonal blog post, DEV Community

    A client's document extraction ran as accurately on Claude Haiku as on Opus at about a fifteenth of the cost; logging costs and missing rate-limit handling caused the incidents.

    Published Jan 19, 2026self-described: Client's document analysis tool on Bedrock

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Managed Agents, RAG & Guardrails: Positive
    • Cost Efficiency: Positive
    • AWS Integration: Positive
    • Stability: Positive
    • Model Quality: Positive
    • Quotas, Capacity & Latency: Raised as a concern
    • Cost Surprises: Raised as a concern
    • Inconsistent Results: Raised as a concern
    • Test on your own task

    Published on

    Engineering Blogs & Reviews

    Who

    Small product team

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Claude Haiku and Opus on Bedrock

57. Positive

    jedwhite, Hacker News commenter

    Comment on: Show HN: Executable Markdown files with Unix pipesHacker News comment

    By the team's own evals, Bedrock is steady when a model version is pinned, after earlier performance degradation at peak load.

    Published Jan 9, 2026self-described: Tool that runs Claude across cloud providers

    Counts toward

    • Overall signal
    • Quotas, Capacity & Latency: Discussed without concern
    • Test on your own task

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Current

58. Negative

    ZeroCool2u, Hacker News commenter

    Comment on: Amazon introduces new frontier Nova modelsHacker News comment

    The commenter's team saw too many 500 errors while well below its service quotas, which pushed it toward OpenRouter.

    Published Dec 3, 2025self-described: Team workloads on Bedrock

    Counts toward

    • Overall signal
    • Stability: Mixed or negative
    • Quotas, Capacity & Latency: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Still applicable

59. Positive

    mparis, Hacker News commenter

    Comment on: Structured outputs on the Claude Developer PlatformHacker News comment

    The team has run JSON-schema structured output with Claude on Bedrock in production for a year, using a schema, a prefilled brace, and light parsing.

    Published Nov 14, 2025self-described: Production product

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Tool Use & Structured Output: Positive
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Still applicable

    Observed on

    Claude on Amazon Bedrock

60. Positive

    Dmitry Kolesnikov, Senior Principal Engineer, Zalando

    Dead Ends or Data Goldmines? Investment Insights from Two Years of AI-Powered Postmortem AnalysisEngineering blog post, Zalando Engineering Blog

    Zalando moved its postmortem analysis from small local models to Claude Sonnet 4 on Bedrock once legal approved cloud-hosted models for data with PII. Hallucinations became negligible and each postmortem takes about 30 seconds, though about 10% of attributions still follow surface keywords.

    "…the current iteration is powered by Claude Sonnet 4 on AWS Bedrock. Such evolution was primarily driven by compliance topics…"

    Published Sep 25, 2025Zalando SRE, LLM pipeline that reads thousands of incident postmortems

    Counts toward

    • Overall signal
    • Speed: Positive
    • Model Quality: Positive
    • Bought through the AWS agreement
    • Test on your own task

    Published on

    Engineering Blogs & Reviews

    Who

    Technical leadership

    Evidence

    Measured

    Applies to

    Still applicable

    Observed on

    Claude Sonnet 4 on Bedrock, after local open models

61. Mixed

    jjani, Hacker News commenter

    Comment on: The surprise deprecation of GPT-4o for ChatGPT consumersHacker News comment

    Over 100-plus runs of the same prompt, the team measured statistically significant output differences between Bedrock-hosted Sonnet and Anthropic's API on the same model version.

    Published Aug 8, 2025self-described: Team running evaluation suites

    Counts toward

    • Overall signal
    • Inconsistent Results: Raised as a concern
    • Test on your own task

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Measured

    Applies to

    Still applicable

    Observed on

    Claude Sonnet 3.5 on Amazon Bedrock and Anthropic's API

62. No opinion stated

    Fin AI research team, Fin

    Fin: Running a Reliable Service over Unreliable PartsEngineering research post, Fin AI Research

    Fin serves Anthropic models through AWS Bedrock, Google Vertex or Anthropic's own infrastructure, and OpenAI models through Azure or OpenAI, and moved traffic from OpenAI to Anthropic models during the OpenAI outage of June 10, 2025.

    "For example, Anthropic models can be served by AWS Bedrock, GCP Vertex, or Anthropic’s own infrastructure; OpenAI models are served by either Azure or OpenAI itself."

    Published Aug 8, 2025self-described: Fin, Intercom's customer service agent, built on third-party models behind its own reliability layer

    Not counted

    Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.

    Published on

    Engineering Blogs & Reviews

    Who

    Organization-wide

    Evidence

    Reported

    Applies to

    Still applicable

63. Mixed

    jasonthorsness, Hacker News commenter

    Comment on: How Anthropic teams use Claude CodeHacker News comment

    Piloting Claude Code at work through Bedrock, the author finds the per-session dollar total disconcerting and worries metering will discourage experimentation.

    Published Jul 25, 2025self-described: Work pilot of Claude Code on Bedrock

    Counts toward

    • Overall signal
    • Cost Surprises: Discussed without concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Still applicable

64. Mixed

    Vini Ganancio, AWS Community Builder

    Lessons Learned About Risk Management Deploying GenAI Applications Using Amazon BedrockPersonal blog post, DEV Community

    Across three client projects on Bedrock, Haiku proved too weak for complex support, Guardrails missed subtle hallucinations, and the team built RAG with LangChain and MongoDB.

    Published Jul 4, 2025self-described: Three client projects on Bedrock: a 10M-user chatbot, a voice system, and a support agent

    Not counted

    Its author is an AWS Community Builder, a program AWS runs. Kept in the record; it takes part in no figure.

    Published on

    Engineering Blogs & Reviews

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Still applicable

65. Positive

    valbaca, Hacker News commenter

    Comment on: Ask HN: Anyone is an "AI Engineer"? What does your job tasks include?Hacker News comment

    As the team's AI expert, the author builds RAG on Knowledge Bases with Guardrails and Bedrock Reranker, runs accuracy evaluations, and adds rate limiters around tool limits.

    Published Jul 1, 2025self-described: Senior engineer and team AI lead

    Counts toward

    • Overall signal
    • Managed Agents, RAG & Guardrails: Positive
    • Quotas, Capacity & Latency: Discussed without concern
    • Test on your own task
    • Should a team build on Bedrock's managed agents and retrieval, or run its own on Bedrock inference?: Managed services

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Still applicable

66. Positive

    oooyay, Hacker News commenter

    Comment on: Workhorse LLMs: Why Open Source Models Dominate Closed Source for Batch TasksHacker News comment

    Public model APIs need heavy security review, while going through Bedrock is much simpler, in the commenter's experience at past employers.

    Published Jun 7, 2025self-described: Companies with ML and developer experience departments

    Counts toward

    • Overall signal
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Still applicable

67. Positive

    Ancapistani, Hacker News commenter

    Comment on: Anyone who trusts an AI therapist needs their head examinedHacker News comment

    Rolling out AI features on a mental health platform, the author found Bedrock prompt caching brought per-conversation cost down to where it is no longer a concern.

    Published Apr 2, 2025self-described: Mental health platform, AI features with PHI controls

    Counts toward

    • Overall signal
    • Cost Efficiency: Positive

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Still applicable

68. Positive

    alach11, Hacker News commenter

    Comment on: Amazon introduces Nova ChatHacker News comment

    At the commenter's Fortune 500 non-tech company, Anthropic models are bought through Bedrock with a click-through EULA.

    Published Mar 31, 2025self-described: Fortune 500 non-tech company

    Counts toward

    • Overall signal
    • AWS Integration: Positive
    • Bought through the AWS agreement
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Organization-wide

    Evidence

    Reported

    Applies to

    Still applicable

69. Negative

    daemonologist, Hacker News commenter

    Comment on: OpenAI releasing new open model in coming months, seeks community feedbackHacker News comment

    Adding any vendor is a compliance hurdle at the commenter's company, and even enabling Bedrock in an existing AWS account had taken months.

    Published Mar 31, 2025self-described: Company with strict vendor compliance

    Counts toward

    • Overall signal
    • Setup & Model Access: Raised as a concern

    Published on

    Developer Communities

    Who

    Small product team

    Evidence

    Reported

    Applies to

    Still applicable

70. Mixed

    Mandy Gu, engineering leader, Wealthsimple

    Launching GenAI Productivity Tools: Insights and LessonsEngineering article, InfoQ

    Wealthsimple's gateway began with OpenAI and Cohere, added Gemini for its 1M-token context, then added Amazon Bedrock. Integrating each provider's interface caused friction, so in September 2024 the team rebuilt the gateway API to mirror OpenAI's specification.

    "After supporting multi-modal inputs, the next thing we added to our platform was Amazon Bedrock. Bedrock is AWS's managed service for interacting with foundational large language models.It also provides the ability to deploy and fine-tune these models at scale."

    Published Feb 6, 2025self-described: Wealthsimple's internal LLM gateway for employee productivity tools

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Developer Experience: Mixed or negative
    • Keep a layer in front

    Published on

    Engineering Blogs & Reviews

    Who

    Organization-wide

    Evidence

    Reported

    Applies to

    Still applicable

71. Mixed

    Rajesh Beri (@rajeshberi), author of The Daily Brief

    Post on choosing between Bedrock, Vertex AI and FoundryX post

    Recommends Bedrock as the default model platform, Vertex AI when Gemini is the main model, and Foundry for GPT workloads.

    "Default to Bedrock; Vertex if Gemini is your main model…"

    Published Oct 25, 2026self-described: Short summary of his three-cloud comparison

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

72. No opinion stated

    LinusMilas, developer on r/aws

    Catch-22: Nova docs send me to Bedrock for higher limits, Bedrock quota is 0, and AWS says to build usage history firstReddit post, r/aws

    A new account in eu-central-1 started at a quota of 0 for Nova Micro, Nova Lite and every other model tried, and support declined the smallest increase until the account built usage history it could not build.

    Published Oct 23, 2026self-described: A developer project that needs a fast, cheap model in Frankfurt

    Not counted

    Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Amazon Nova Micro and Nova Lite in eu-central-1

73. No opinion stated

    karmendra8386, Strands Agents user on GitHub

    [FEATURE] Automatic fallback to unary Converse when streaming rejects tool use (Bedrock)GitHub issue

    Testing model switching across Bedrock, the author found Llama models reject tool use over streaming Converse, so every streamed turn that carried tools failed.

    Published Oct 22, 2026self-described: Agent that switches models across the Bedrock catalog

    Counts toward

    • Tool Calling Failures: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Llama 4 Scout and Llama 3.3 70B on the Bedrock Converse API

74. Positive

    Julian Walder, startup builder

    Bedrock forced tool calling on CruiserX post

    Forced tool calling on Bedrock pins Claude's output to a strict schema, so the author's license pipeline returns clean JSON every time.

    Published Oct 21, 2026self-described: Cruiser, a license pipeline built on Claude through Bedrock

    Counts toward

    • Overall signal
    • Tool Use & Structured Output: Positive

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude on Amazon Bedrock with forced tool calling

75. No opinion stated

    JonZeolla, langchain-aws contributor

    fix(aws): restore structured output for Claude 5 on BedrockGitHub pull request, langchain-aws

    Bedrock now supports native structured output for Claude 5 models, so the change turns it back on in LangChain for every Region profile except India, where Bedrock still rejects the schema.

    Published Oct 20, 2026self-described: LangChain's Bedrock integration

    Counts toward

    • Tool Use & Structured Output: Positive
    • Regional Availability: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude Opus 5, Opus 5.5, Sonnet 5, Sonnet 5.5, and Haiku 5.5 on Bedrock

76. No opinion stated

    Jaammmer, builder of customer service AI agents on r/aws

    Bedrock model access blocked for over a month, no response from SalesReddit post, r/aws

    Claude Haiku 5.5 returned AccessDeniedException in two EU Regions while GLM 5 worked on the same account; support sent the builder to Sales, and a month later Sales had not replied.

    Published Oct 19, 2026self-described: Phone and email customer service agents kept in EU Regions

    Not counted

    Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude Haiku 5.5 in eu-central-1 and eu-north-1

77. No opinion stated

    Beautiful-Scene-4473, individual developer on r/aws

    Amazon Bedrock GPT-5.6 Sol returns unsupported country ValidationException despite a supported RegionReddit post, r/aws

    GPT-5.6 Sol appeared in the Bedrock playground but every call failed with a ValidationException saying OpenAI models are not allowed from unsupported countries, although the developer had chosen a supported Region.

    Published Oct 15, 2026self-described: Individual developer testing OpenAI models on Bedrock with new-account credits

    Not counted

    Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    OpenAI GPT-5.6 Sol on Bedrock

78. No opinion stated

    masiljangajji, Strands Agents user running on Bedrock AgentCore

    tool_use stop with no toolUse blocks breaks the next requestGitHub issue, strands-agents/harness-sdk

    In production on Bedrock, Claude Opus 4.6 sometimes returns only a text block with a tool_use stop reason and no tool call. Because Opus 4.6 on Bedrock accepts no assistant prefill, the next request then fails with a ValidationException.

    "Models without assistant prefill (Claude Opus 4.6 on Bedrock) reject the next request with a ValidationException."

    Published Oct 15, 2026self-described: A Strands Agents application on Bedrock AgentCore in production

    Counts toward

    • Tool Calling Failures: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude Opus 4.6 on Bedrock AgentCore

79. Positive

    epolanski, Hacker News commenter

    Comment on: Why isn't the industry freaking out about DeepSeek 4.1 Flash?Hacker News comment

    Virtually all of the consultant's clients use Bedrock or Azure with zero data retention, and none would contract with a model vendor directly.

    Published Oct 9, 2026self-described: Consultant serving enterprise clients

    Counts toward

    • Overall signal
    • Bought through the AWS agreement
    • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

80. No opinion stated

    Negative-Thinking, developer on r/aws

    GLM5.3 on bedrock is unusableReddit post, r/aws

    GLM-5.3 on Bedrock was slow when it answered and returned errors most of the time on both the global and US profiles, which the author reads as a capacity shortage.

    Published Oct 9, 2026self-described: Testing GLM-5.3 on Bedrock for production use

    Not counted

    Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    GLM-5.3 on Bedrock, global and US profiles

81. Mixed

    DetroitThrow, Hacker News commenter

    Comment on: Decisions API is in public betaHacker News comment

    OpenAI models run on Bedrock and Azure, but newer specialized models do not, which limits companies that must buy through their cloud provider.

    Published Oct 7, 2026self-described: Company buying through its cloud provider

    Counts toward

    • Overall signal
    • Model Choice: Mixed or negative
    • Bought through the AWS agreement

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

82. No opinion stated

    ajkpersonal, GitHub user

    [BUG] Bedrock "400 Input is too long." (oversized image payload) isn't treated as request_too_large, so the session is stuck for goodGitHub issue, Claude Code

    A session at about 670,000 tokens, well under the model's window, failed with 400 Input is too long. Its 72 screenshots pushed the request to about 30 MB. Anthropic's API returns a 413 for the same overflow, which Claude Code recovers from.

    Published Oct 6, 2026self-described: Headless Claude Code sessions on Bedrock that read many screenshots

    Counts toward

    • Long-Context Limits: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Measured

    Applies to

    Current

    Observed on

    global.anthropic.claude-fable-5-1 on the Invoke API, us-east-1

83. No opinion stated

    Kedaqusa1604, LiveKit Agents user on GitHub

    LLM: Bedrock mantle error on tools without parametersGitHub issue

    On Bedrock's Mantle endpoint, the author's voice agent failed with a 400 whenever the model called a function tool defined without parameters.

    Published Oct 5, 2026self-described: Voice agent on LiveKit using the Bedrock Mantle endpoint

    Counts toward

    • Tool Calling Failures: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    google.gemma-4-31b on the Bedrock Mantle endpoint

84. No opinion stated

    132ads, developer on r/aws

    AWS Bedrock Claude Opus 5.5 503sReddit post, r/aws

    Claude Opus 5.5 on Bedrock in us-east-2 returned HTTP 503 server errors often enough to notice, on two consecutive days and twice the week before, with nothing on the AWS status page.

    Published Oct 2, 2026self-described: Calling Claude Opus 5.5 on Bedrock in us-east-2

    Not counted

    Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude Opus 5.5 in us-east-2

85. Mixed

    twotwotwo, Hacker News commenter

    Comment on: GPT 6.1 Sol: Near-Astra intelligence for a fifth of the priceHacker News comment

    GPT-5.6 Luna on Bedrock ran above 100 tokens per second for well-specified tasks, while GPT-6 seems slower on Bedrock.

    Published Sep 30, 2026self-described: Coding tasks

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Speed: Positive
    • Quotas, Capacity & Latency: Raised as a concern
    • Latency: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    GPT-5.6 Luna and GPT-6 on Amazon Bedrock

86. No opinion stated

    mr0b0t0, GitHub user

    ChatBedrockConverse json_schema structured output silently returns empty dicts for dict[str, X] fieldsGitHub issue, langchain-aws

    JSON-schema structured output on Claude Haiku 4.5 through Bedrock returned every map field empty with no error, because Bedrock rejects open-ended additionalProperties and the client forces it to false.

    Published Sep 23, 2026self-described: Structured output through LangChain's Bedrock Converse client

    Counts toward

    • Tool Calling Failures: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Claude Haiku 4.5 on Bedrock, eu-central-1

87. Negative

    c0rruptbytes, Hacker News commenter

    Comment on: Grok 4.7Hacker News comment

    Limited to Bedrock at work, the commenter finds Grok the only budget-friendly option, with the frontier models too expensive.

    Published Sep 21, 2026self-described: Work account limited to Bedrock

    Counts toward

    • Overall signal
    • Model Choice: Mixed or negative
    • Cost Efficiency: Mixed or negative
    • Speed: Mixed or negative

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

88. No opinion stated

    big_kore, developer on r/aws

    Bedrock batch inferenceReddit post, r/aws

    AWS's batch inference model list omitted every GPT-5.6 model, so the author could find no way to batch GPT-5.6 Luna through Bedrock.

    Published Sep 21, 2026self-described: Planning batch jobs on GPT-5.6 Luna through Bedrock

    Not counted

    Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    GPT-5.6 Luna on Bedrock

89. Negative

    timedude, Hacker News poster, self-described

    Ask HN: Slow OpenAI Inference on AWS BedrockHacker News post

    OpenAI models on Bedrock were slow and glitchy for days, with over 5 minutes to the first token.

    Published Sep 15, 2026

    Counts toward

    • Overall signal
    • Quotas, Capacity & Latency: Raised as a concern
    • Latency: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    OpenAI models on Amazon Bedrock

90. No opinion stated

    Professional-Sir7048, developer on r/aws

    Bedrock Mantle endpoint has been throttled all day for me (GPT 5.6 Luna)Reddit post, r/aws

    Basic requests to GPT-5.6 Luna on the bedrock-mantle endpoint took 30 to 60 seconds or never returned for a whole day, tested with direct curl calls.

    Published Sep 15, 2026self-described: Routing requests to the bedrock-mantle endpoint

    Not counted

    Its author's ties to the vendor have not been checked. Kept in the record; it takes part in no figure.

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    GPT-5.6 Luna on the bedrock-mantle endpoint

91. Negative

    ndr_, Hacker News commenter

    Comment on: So you want to use OpenRouter?Hacker News comment

    Results through OpenRouter's DeepInfra and Together hosts were too noisy for reliable conclusions, and markedly different behavior from the same models on Bedrock was the last straw.

    "I initially used OpenRouter with DeepInfra and Together AI. The results were much too noisy to draw reliable conclusions from, and markedly different behavior through AWS Bedrock was the last straw."

    Published Sep 12, 2026self-described: Running model evaluations across hosted providers

    Counts toward

    • Overall signal
    • Inconsistent Results: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

92. Mixed

    Independent developer

    I Took the Wheel Off My RAG: Managed KB vs. Manual ChunkingIndependent benchmark, DEV Community

    Managed Knowledge Base retrieval roughly tied the author's tuned manual setup, but the default agentic planner did not decompose any of 80 questions.

    Published Sep 4, 2026self-described: Knowledge Base benchmarks on a fixed corpus

    Not counted

    Its author is an AWS Community Builder, a program AWS runs. Kept in the record; it takes part in no figure.

    Published on

    Engineering Blogs & Reviews

    Who

    Individual builder

    Evidence

    Measured

    Applies to

    Current

    Observed on

    Bedrock Managed Knowledge Base, agentic retrieval

93. Negative

    jakswa, Hacker News commenter

    Comment on: Show HN: We built open OpenRouter that turns usage into a better modelHacker News comment

    Hooking an agent harness to Bedrock over IAM roles is painful and Bedrock has added no open models in months, so the author is looking at an AI gateway for work.

    Published Aug 28, 2026self-described: Work setup for agent harnesses

    Counts toward

    • Overall signal
    • Setup & Model Access: Raised as a concern
    • Lag Behind Vendor APIs: Raised as a concern
    • Keep a layer in front

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

94. No opinion stated

    nuernber, GitHub user

    Intermittent ~16.7s time-to-first-byte on streaming Anthropic /v1/messages requests, not reproducible against Bedrock directlyGitHub issue, LiteLLM

    In five identical streaming runs on Claude Sonnet 5, Bedrock returned the first byte in under 2 seconds every time with a 0.15-second spread. The same request through LiteLLM took 16.7 seconds in 3 of 5 runs.

    Published Aug 28, 2026self-described: Claude on Bedrock behind a LiteLLM proxy

    Counts toward

    • Stability: Positive
    • Speed: Positive

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Measured

    Applies to

    Current

    Observed on

    us.anthropic.claude-sonnet-5, streaming

95. No opinion stated

    YuvalSarel1, pi user on GitHub

    Bedrock: OpenAI models reject images nested in toolResult.contentGitHub issue

    Running GPT-5.6 Sol on Bedrock, any tool that returned an image broke the session, while Anthropic models on Bedrock accepted the same request.

    Published Aug 25, 2026self-described: Coding agent running OpenAI models on Bedrock

    Counts toward

    • Tool Calling Failures: Raised as a concern

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    us.openai.gpt-5.6-sol on the Bedrock Converse API

96. Mixed

    newAccount2025, Hacker News commenter

    Comment on: What Happens When the Cost of Intelligence Drops 100xHacker News comment

    Weighing quality against cost on real systems, the author likes Nova Micro's speed but expects to leave Bedrock for its missing small models.

    Published Aug 21, 2026self-described: Real systems built on small models

    Counts toward

    • Overall signal
    • Model Choice: Mixed or negative
    • Speed: Positive
    • Model Quality: Mixed or negative
    • Test on your own task

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Amazon Nova Micro

97. Mixed

    btown, Hacker News commenter, self-described

    Comment on: Stripe will reportedly acquire OpenRouter for US$7B+Hacker News comment

    Gemini models are a major gap in Bedrock's catalog, which leaves OpenRouter as the single endpoint for some well-funded model families.

    Published Aug 16, 2026

    Counts toward

    • Overall signal
    • Model Choice: Mixed or negative

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

98. Positive

    lowbloodsugar, Hacker News commenter, self-described

    Comment on: The AI Demand BubbleHacker News comment

    The commenter has run Qwen on Bedrock and found its large models outperform what fits on a single workstation GPU.

    Published Aug 4, 2026

    Counts toward

    • Overall signal
    • Model Choice: Positive

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

99. Mixed

    andreidbr, Hacker News commenter

    Comment on: Boris Cherny on Trying to Get Claude Code to Rewrite the Claude AppHacker News comment

    For an LLM-based visual validation framework on Bedrock, results were flaky even with Claude, and older Llama 4 or Nova models did better.

    Published Aug 3, 2026self-described: Visual validation framework

    Counts toward

    • Overall signal
    • Model Choice: Positive
    • Inconsistent Results: Raised as a concern
    • Test on your own task

    Published on

    Developer Communities

    Who

    Individual builder

    Evidence

    Reported

    Applies to

    Current

    Observed on

    Claude, Llama 4, Nova on Amazon Bedrock

100. No opinion stated

     icsy7867, Open WebUI pipe user on GitHub

     When using anthropic through litellm to AWS bedrock, tool calling errorsGitHub issue

     Calling Claude on Bedrock through LiteLLM, the author's chats failed with a 400 error because tool_use blocks arrived without their tool_result blocks, until Anthropic's own tools were excluded.

     Published Jul 30, 2026self-described: Open WebUI with Claude through LiteLLM to Bedrock

     Counts toward

     • Tool Calling Failures: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

     Observed on

     Claude Sonnet 5 on Bedrock through LiteLLM

101. No opinion stated

     HarHarVeryFunny, Hacker News commenter

     Comment on: Kimi WorkHacker News comment

     For open-weight models, Fireworks AI carries the models the commenter wants and costs less than Bedrock.

     "Fireworks AI has all of those, and is cheaper than Bedrock."

     Published Jul 20, 2026self-described: Choosing a host for open-weight models

     Counts toward

     • Model Choice: Mixed or negative
     • Cost Efficiency: Mixed or negative

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

102. Negative

     Cu3PO42, Hacker News commenter

     Comment on: Claude Sonnet 5Hacker News comment

     Sonnet 5 was not available in the EU region on Bedrock at launch, unlike earlier models, so the commenter could not use it at work.

     Published Jun 30, 2026self-described: Work in the EU

     Counts toward

     • Overall signal
     • Regional Availability: Raised as a concern
     • Lag Behind Vendor APIs: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

     Observed on

     Claude Sonnet 5, EU

103. Positive

     luminati, Hacker News commenter

     Comment on: Show HN: We post-trained a model that pen tests instead of refusingHacker News comment

     Running a security tool on Bedrock air-gapped in the author's VPC means no added subprocessor and payment through AWS credits.

     Published Jun 20, 2026self-described: Penetration testing in own VPC

     Counts toward

     • Overall signal
     • AWS Integration: Positive
     • Bought through the AWS agreement

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

104. Negative

     TrisMcC, Hacker News commenter

     Comment on: SpaceX to buy Cursor for US$60BHacker News comment

     The commenter rarely uses the Claude Code access work provides through Bedrock because it always seems to be down.

     Published Jun 16, 2026self-described: Work-provided Claude Code through Bedrock

     Counts toward

     • Overall signal
     • Stability: Mixed or negative
     • Quotas, Capacity & Latency: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

105. Positive

     kaydub, Hacker News commenter

     Comment on: Cleaning up after AI rockstar developersHacker News comment

     Uses Claude through Bedrock at work, paid per token, and on personal projects pays Anthropic's API directly about 90% of the time.

     Published Jun 10, 2026self-described: Personal projects, and Claude through Bedrock at work

     Counts toward

     • Overall signal
     • Should a team buy models through Bedrock or from the model vendor directly?: Vendor API

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

106. Positive

     fp64, Hacker News commenter

     Comment on: AWS Bedrock to require sharing data with Anthropic for Mythos and future modelsHacker News comment

     IAM roles make Bedrock easy to integrate with the other services the commenter already runs on AWS.

     Published Jun 10, 2026self-described: Own software on AWS

     Counts toward

     • Overall signal
     • AWS Integration: Positive

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

107. Negative

     pbgcp2026, Hacker News commenter

     Comment on: Anthropic requires 30 day data retention for Fable and MythosHacker News comment

     Bedrock and Vertex AI were the commenter's routes to contractually enforced zero data retention, and the new retention rule broke that, leaving DeepSeek's API as the better option for now.

     Published Jun 10, 2026self-described: Agents built for clients

     Counts toward

     • Overall signal
     • Data Terms & Retention: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

     Observed on

     Claude Fable and Mythos retention terms

108. No opinion stated

     sheeshkebab, Hacker News commenter, self-described

     Comment on: AWS Bedrock to require sharing data with Anthropic for Mythos and future modelsHacker News comment

     The commenter finds Bedrock more flexible for API use than Pro or Max subscriptions, whose models often seem noticeably dumber than the Bedrock equivalent.

     Published Jun 10, 2026

     Counts toward

     • Model Quality: Positive

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

109. Mixed

     ghshephard, Hacker News commenter

     Comment on: Claude Fable 5Hacker News comment

     Most enterprises the commenter sees will not send traffic to OpenRouter or even directly to Anthropic or OpenAI, which explains Bedrock's traction, though per-engineer bills are climbing.

     Published Jun 9, 2026self-described: Enterprise engineering in the Bay Area

     Counts toward

     • Overall signal
     • Bought through the AWS agreement
     • Should a team buy models through Bedrock or from the model vendor directly?: Through Bedrock

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

110. Negative

     AgentOrange1234, Hacker News commenter, self-described

     Comment on: OpenAI frontier models and Codex are now available on AWSHacker News comment

     Bedrock is not keeping up with open models, the commenter says, with Gemma 4 and Qwen 3.7 already on OpenRouter.

     Published Jun 2, 2026

     Counts toward

     • Overall signal
     • Model Choice: Mixed or negative
     • Lag Behind Vendor APIs: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

111. Positive

     Manouchehri, Hacker News commenter

     Comment on: OpenAI frontier models and Codex are now available on AWSHacker News comment

     The author runs an api.anthropic.com emulator that forwards requests to Bedrock, getting first-party-style features right away.

     Published Jun 2, 2026self-described: Own tooling

     Counts toward

     • Overall signal
     • Lag Behind Vendor APIs: Discussed without concern
     • Keep a layer in front

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

112. Mixed

     colon-md, Hacker News commenter

     Comment on: RAG Eval Comparing Vertex/Bedrock/Azure/OpenAIHacker News comment

     On a set of 81 documents and 50 questions, Bedrock Knowledge Bases scored 82.5 with the highest precision, but every managed RAG service answered all unanswerable questions anyway.

     Published May 12, 2026self-described: Open-source RAG evaluation testbench

     Counts toward

     • Overall signal
     • Managed Agents, RAG & Guardrails: Mixed or negative
     • Test on your own task

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Current

     Observed on

     Bedrock Knowledge Bases, Azure AI Search, Vertex AI RAG Engine, OpenAI File Search

113. Negative

     pbgcp2026, Hacker News commenter

     Comment on: Mistral Medium 3.5Hacker News comment

     On the Converse API, the author found the documented 1-hour cache TTL rejected and multiple cache points returning no caching, while Vertex AI cached properly.

     Published Apr 30, 2026self-described: Own agents on Bedrock and Vertex AI

     Counts toward

     • Overall signal
     • Developer Experience: Mixed or negative
     • Cost Surprises: Raised as a concern
     • Lag Behind Vendor APIs: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

114. Mixed

     nijave, Hacker News commenter

     Comment on: Mistral Medium 3.5Hacker News comment

     Testing a root-cause agent across Bedrock models, the author found Claude Sonnet and Opus worked, Nova Pro failed, gpt-oss tool calling broke, and Sonnet was cheapest with caching.

     Published Apr 29, 2026self-described: Latency-alert root cause agent on Strands Agents

     Counts toward

     • Overall signal
     • Model Choice: Positive
     • Cost Efficiency: Positive
     • Model Quality: Mixed or negative
     • Tool Calling Failures: Raised as a concern
     • Test on your own task

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

     Observed on

     Claude Sonnet 4.5 and 4.6, Opus 4.6, Nova Pro, gpt-oss-120b, GLM-5, Kimi K2.5 on Amazon Bedrock

115. Negative

     Zephyr0x, Hacker News poster

     US$38k AWS Bedrock bill caused by a simple prompt caching missHacker News post

     An agent workflow through LiteLLM to Claude Opus 4.6 on Bedrock billed US$37,901.73, mostly uncached input, with budget alerts that did not stop spend.

     Published Apr 28, 2026self-described: Local coding-agent workflow

     Counts toward

     • Overall signal
     • Cost Surprises: Raised as a concern
     • Keep a layer in front

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Current

     Observed on

     Claude Opus 4.6 on Amazon Bedrock via LiteLLM

116. Negative

     foundry27, Hacker News commenter

     Comment on: Kimi vendor verifier - verify accuracy of inference providersHacker News comment

     Bedrock's serving stack for Kimi K2 and K2.5 makes 20 to 30% of tool-call attempts silently end the conversation, pushing users to pricier Anthropic models.

     Published Apr 20, 2026self-described: Agentic tasks on open models

     Counts toward

     • Overall signal
     • Model Choice: Mixed or negative
     • Quotas, Capacity & Latency: Raised as a concern
     • Tool Calling Failures: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

     Observed on

     Kimi K2 and K2.5 on Amazon Bedrock

117. Mixed

     aenis, Hacker News commenter

     Comment on: Anonymous request-token comparisons from Opus 4.6 and Opus 4.7Hacker News comment

     Running production workloads on Vertex or Bedrock, the author routinely hits quotas, unlike Anthropic's own service, which has always worked.

     "When I run production workloads on vertex or bedrock i am routinely confronted with quotas…"

     Published Apr 18, 2026self-described: Production workloads

     Counts toward

     • Overall signal
     • Quotas, Capacity & Latency: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

118. Negative

     ramonga, Hacker News commenter

     Comment on: Claude Opus 4.7Hacker News comment

     Calls to Claude Opus 4.7 on Bedrock returned an error saying the model was not available for the account and pointing to AWS Sales.

     Published Apr 16, 2026self-described: Building Runcord

     Counts toward

     • Overall signal
     • Setup & Model Access: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

     Observed on

     Claude Opus 4.7 on Amazon Bedrock

119. No opinion stated

     batshit_beaver, Hacker News commenter, self-described

     Comment on: Claude Opus 4.7Hacker News comment

     The commenter's Bedrock-backed Claude gets dumber at the same times as Anthropic's consumer service, which the commenter puts down to harness updates.

     Published Apr 16, 2026

     Counts toward

     • Inconsistent Results: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

120. No opinion stated

     naaive, GitHub user

     Bug: converse_stream with extended thinking doubles cacheWriteInputTokensGitHub issue, langchain-aws

     With streaming, extended thinking, and prompt caching on Sonnet 4.5, Bedrock reported cache-write tokens at 2.46 times the input, while the non-streaming call reported the correct count.

     Published Apr 8, 2026self-described: Prompt caching with extended thinking on Bedrock

     Counts toward, pending a recheck

     • Cost Surprises: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Needs a recheck

     Observed on

     Claude Sonnet 4.5 on Bedrock, us-west-2

121. Mixed

     Independent AWS consultant

     VPC-connected Bedrock AgentCore Runtime-hosted agents: beware of NAT Gateway costs!Personal blog post, DEV Community

     An AgentCore Runtime agent in VPC mode pushed 659 GB through a NAT Gateway in six days, traced to warm-pool image pulls; an S3 gateway endpoint fixes it.

     Published Apr 3, 2026self-described: Voice agent on AgentCore Runtime in VPC mode

     Not counted

     Its author is an AWS Community Builder, a program AWS runs. Kept in the record; it takes part in no figure.

     Published on

     Engineering Blogs & Reviews

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Current

     Observed on

     AgentCore Runtime, VPC mode

122. No opinion stated

     sergical, GitHub user

     Amazon Bedrock Claude Sonnet 4.6 and Opus 4.6 context window is 1M, not 200KGitHub issue, models.dev

     On the Bedrock Converse API, a 950,000-token input succeeded and a 1,000,032-token input was rejected, so Sonnet 4.6 and Opus 4.6 take 1M tokens with no beta header and no long-context surcharge.

     Published Mar 18, 2026self-described: Context limits for Bedrock models in the models.dev catalog

     Counts toward, pending a recheck

     • Cost Efficiency: Positive
     • Context Window: Positive

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Needs a recheck

     Observed on

     us.anthropic.claude-sonnet-4-6 and us.anthropic.claude-opus-4-6-v1 on the Converse API

123. No opinion stated

     bd-david-bostick, GitHub user

     Opus 4.6 on Bedrock excluded from 1M context windowGitHub issue, Claude Code

     Opus 4.6 on Bedrock stayed at a 200K limit in Claude Code even with the 1M beta header set, partly because Bedrock's model listing reports no maximum input tokens.

     Published Mar 17, 2026self-described: Claude Code CLI on Amazon Bedrock

     Counts toward, pending a recheck

     • Long-Context Limits: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Needs a recheck

     Observed on

     us.anthropic.claude-opus-4-6-v1, cross-Region inference profile

124. No opinion stated

     KevinZhao, GitHub user

     Bedrock: 1M context (context-1m beta) should auto-enable for capable modelsGitHub issue, Claude Code

     On Bedrock, Opus 4.6 and Sonnet 4.6 reach 1M tokens only with the context-1m beta flag, and a model ID missing the [1m] suffix silently stops at 200,000 tokens with no warning.

     Published Mar 10, 2026self-described: Claude Code on Amazon Bedrock with Opus 4.6 and Sonnet 4.6

     Counts toward, pending a recheck

     • Long-Context Limits: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Needs a recheck

     Observed on

     Claude Opus 4.6 and Sonnet 4.6 on Bedrock, global cross-Region profiles

125. Positive

     raw_anon_1111, Hacker News commenter

     Comment on: MacBook Pro with M5 Pro and M5 MaxHacker News comment

     In Amazon Connect builds, the author routes Lex fallback transcripts through Lambda to a Bedrock model and finds Nova Lite much faster than Anthropic or other hosted models.

     Published Mar 4, 2026self-described: Amazon Connect contact-center builds

     Counts toward

     • Overall signal
     • Model Choice: Positive
     • Speed: Positive

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

     Observed on

     Amazon Nova Lite

126. Mixed

     StephSpanjian, Hacker News commenter

     Comment on: RAG on a Budget: How I Replaced a US$360/Month OpenSearch Cluster for US$1.12/MonthHacker News comment

     The author rebuilt a RAG project on Lambda, Bedrock, and S3 embeddings for US$1.12 a month after an OpenSearch setup cost US$360 a month, with a Bedrock Anthropic access issue still open.

     Published Feb 26, 2026self-described: Personal site RAG assistant

     Counts toward

     • Overall signal
     • Setup & Model Access: Raised as a concern
     • Cost Surprises: Raised as a concern
     • Should a team build on Bedrock's managed agents and retrieval, or run its own on Bedrock inference?: Own code on Bedrock models

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Current

127. Positive

     alexsmirnov, Hacker News commenter

     Comment on: Why Developers Keep Choosing Claude over Every Other AIHacker News comment

     Routes Claude Code through a LiteLLM router that sends requests to Bedrock, OpenAI, Gemini, OpenRouter, or Ollama, and re-runs its own evaluation set to pick models.

     Published Feb 26, 2026self-described: Own coding agent setup routed through LiteLLM

     Counts toward

     • Overall signal
     • Test on your own task
     • Keep a layer in front

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Current

128. Negative

     Independent builder and consultant

     Amazon Bedrock Leaves Builders Stuck in 1st GearNewsletter, Proactive Ops newsletter

     The author got 5% of Bedrock's advertised default quotas for Claude Sonnet, waited weeks on increase requests, and now finds going direct to Anthropic easier.

     Published Feb 26, 2026self-described: Building multiple products on Anthropic models on Bedrock

     Counts toward

     • Overall signal
     • Quotas, Capacity & Latency: Raised as a concern
     • Setup & Model Access: Raised as a concern
     • Should a team buy models through Bedrock or from the model vendor directly?: Vendor API

     Published on

     Engineering Blogs & Reviews

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Current

     Observed on

     Claude Sonnet 4.5 and 4.6 with cross-region inference

129. Positive

     Sachin M, DEV Community

     How to Implement Prompt Caching on Amazon Bedrock and Cut Inference Costs in HalfPersonal blog post, DEV Community

     On a five-turn support agent, one Bedrock cache point halved Nova Pro's projected monthly cost, and caching plus Nova Micro cut it 97%, from US$335 to under US$10.

     Published Feb 19, 2026self-described: Own support-agent benchmark on Amazon Nova models

     Counts toward

     • Overall signal
     • Cost Efficiency: Positive

     Published on

     Engineering Blogs & Reviews

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Current

     Observed on

     Amazon Nova Pro, Lite, and Micro

130. Positive

     raw_anon_1111, Hacker News commenter

     Comment on: Google, Nvidia, and OpenAIHacker News comment

     The author builds all AI work on Bedrock, finds switching models trivial with a small library, and values that AWS credentials spare them a separate set of API keys.

     Published Dec 1, 2025self-described: Consultant building on AWS

     Counts toward

     • Overall signal
     • Model Choice: Positive
     • AWS Integration: Positive
     • Keep a layer in front

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

131. Positive

     consumer451, Hacker News commenter

     Comment on: Claude Opus 4.5Hacker News comment

     Across side projects, Bedrock Sonnet 4 and Azure GPT-4.1 were rock solid compared with Gemini's resource-exhausted errors.

     Published Nov 24, 2025self-described: Side-project prototypes

     Counts toward

     • Overall signal
     • Stability: Positive
     • Quotas, Capacity & Latency: Discussed without concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

     Observed on

     Claude Sonnet 4 on Amazon Bedrock

132. Negative

     koakuma-chan, Hacker News commenter, self-described

     Comment on: Google AntigravityHacker News comment

     In practice teams are steered to their cloud's model service, and Bedrock offers a much worse developer experience than calling vendor APIs, with add-ons the commenter rates poorly.

     Published Nov 18, 2025

     Counts toward

     • Overall signal
     • Managed Agents, RAG & Guardrails: Mixed or negative
     • Developer Experience: Mixed or negative
     • Bought through the AWS agreement

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

133. Negative

     runako, Hacker News commenter

     Comment on: AWS multiple services outage in us-east-1Hacker News comment

     Found Bedrock functionality available in us-east-1 but not in another US region, part of a pattern of features reaching us-east-1 first.

     Published Oct 20, 2025self-described: Own Bedrock workloads outside us-east-1

     Counts toward

     • Overall signal
     • Regional Availability: Raised as a concern
     • Lag Behind Vendor APIs: Discussed without concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

134. Positive

     vkelk, Hacker News commenter

     Comment on: Configuring Claude VSCode Extension with AWS BedrockHacker News comment

     Working in an enterprise, the author set up Claude Code in VS Code on Bedrock because the AWS setup was in place and it met security policy, billing, and integration needs.

     Published Oct 12, 2025self-described: Enterprise developer environment

     Counts toward

     • Overall signal
     • AWS Integration: Positive
     • Bought through the AWS agreement

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

135. No opinion stated

     dirkpetersen, GitHub user and author of the bedbot interface

     AWS Bedrock: Claude Sonnet 4 - 1M ContextGitHub discussion, LibreChat

     With Bedrock's 1M-context header set, the author's own interface processed a 1,113,736-character PDF without a vector store, while LibreChat's retrieval path returned Input is too long.

     Published Sep 13, 2025self-described: Long PDF uploads to Claude Sonnet 4 on Bedrock through LibreChat and the author's own bedbot interface

     Counts toward, pending a recheck

     • Context Window: Positive

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Needs a recheck

     Observed on

     Claude Sonnet 4 on Bedrock with the context-1m-2025-08-07 header

136. Positive

     renewiltord, Hacker News commenter, self-described

     Comment on: Amazon has mostly sat out the AI talent warHacker News comment

     Bedrock works pretty well and gives access to frontier models plus open-source ones, the commenter says.

     Published Sep 2, 2025

     Counts toward

     • Overall signal
     • Model Choice: Positive

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

137. Negative

     JCM9, Hacker News commenter, self-described

     Comment on: Amazon has mostly sat out the AI talent warHacker News comment

     The commenter would like to use Anthropic models via Bedrock, but going direct to Anthropic has been much more reliable.

     Published Sep 2, 2025

     Counts toward

     • Overall signal
     • Stability: Mixed or negative
     • Quotas, Capacity & Latency: Raised as a concern
     • Should a team buy models through Bedrock or from the model vendor directly?: Vendor API

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

138. Negative

     Independent developer

     The Curious Case of Bedrock's GPT DeploymentPersonal blog post, benanderson.work

     Bedrock's Claude Sonnet rate limits were too low for production, and its playground appeared to inject hidden system prompts into GPT-OSS responses.

     "So, what appears to be happening is that Bedrock is inserting random system prompts into their playground (which obviously will heavily degrade model performance), and hiding them from the user."

     Published Aug 12, 2025self-described: Production use of Bedrock

     Counts toward, pending a recheck

     • Overall signal
     • Developer Experience: Mixed or negative
     • Model Quality: Mixed or negative
     • Quotas, Capacity & Latency: Raised as a concern
     • Inconsistent Results: Raised as a concern

     Published on

     Engineering Blogs & Reviews

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Needs a recheck

     Observed on

     Claude 4 Sonnet and GPT-OSS on Amazon Bedrock

139. No opinion stated

     manasvi89, GitHub user

     Claude converse_stream() does not continue after toolResult (works in converse())GitHub issue, boto3

     After a tool result, Claude on Bedrock's streaming Converse API returned only a stop event with no reply, while the same message history through the non-streaming API continued normally.

     Published Aug 5, 2025self-described: Tool calling through the Bedrock Converse streaming API

     Counts toward, pending a recheck

     • Tool Calling Failures: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Needs a recheck

     Observed on

     Claude 3 models on Bedrock, converse_stream

140. Negative

     jdgoesmarching, Hacker News commenter, self-described

     Comment on: Amazon CEO says AI agents will soon reduce company's corporate workforceHacker News comment

     Bedrock APIs are frequently behind the model vendors' own APIs in features, according to the commenter.

     Published Jul 13, 2025

     Counts toward

     • Overall signal
     • Lag Behind Vendor APIs: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

141. No opinion stated

     okigan, Pydantic AI user on GitHub

     Agent tool calling works with mistral but fails with llama models (on AWS Bedrock)GitHub issue

     In an identical Pydantic AI agent test on Bedrock, Mistral Large called both tools and returned the right counts, while three Llama models called no tools and failed.

     Published Jul 3, 2025self-described: Agent test with two tools and structured output

     Counts toward, pending a recheck

     • Tool Calling Failures: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Needs a recheck

     Observed on

     Mistral Large 2407 and Meta Llama 3.2, 3.3, and 4 Maverick on Bedrock, us-west-2

142. Negative

     alex316591, Hacker News poster

     Why doesn't AWS Bedrock EU-west-2 have the latest Claude models available?Hacker News post

     The poster found eu-west-2 offered only Claude 3 while other EU regions had Claude 3.5, 3.7, or 4, and asked what drives regional availability.

     Published Jun 12, 2025self-described: Front-end developer at Trainline

     Counts toward, pending a recheck

     • Overall signal
     • Regional Availability: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Needs a recheck

     Observed on

     Claude models in eu-west-2

143. Positive

     runekaagaard, Hacker News commenter

     Comment on: Gemini figured out my nephew's nameHacker News comment

     Runs Claude on Bedrock in an EU data center as an email assistant, approving every tool call before it runs.

     Published May 22, 2025self-described: Personal email assistant on Claude via Bedrock

     Counts toward

     • Overall signal
     • Regional Availability: Discussed without concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

144. Positive

     cloudc0de, Hacker News commenter

     Comment on: Claude 4Hacker News comment

     A Slack bot on Lambda and Bedrock costs about 50 cents a month, though the new Claude models were only requestable in us-west-2.

     Published May 22, 2025self-described: Personal Slack bot

     Counts toward, pending a recheck

     • Overall signal
     • Cost Efficiency: Positive
     • Regional Availability: Discussed without concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Needs a recheck

     Observed on

     Claude 4 models on Amazon Bedrock

145. Mixed

     stuaxo, Hacker News commenter

     Comment on: A critical look at MCPHacker News comment

     Calling Bedrock through LangChain with the wrong service name produced a bare KeyError, where the native library returned an error that named the problem.

     Published May 11, 2025self-described: Own app calling Bedrock through LangChain

     Counts toward

     • Overall signal
     • Developer Experience: Mixed or negative

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

146. Negative

     andersco, Hacker News commenter

     Comment on: Stop Uncapped Cloud BillingHacker News comment

     A Knowledge Base quickstart left an index running at about US$16 a day; a US$20 budget alarm never fired and AWS support declined a refund.

     Published May 4, 2025self-described: Trying the Knowledge Base quickstart

     Counts toward

     • Overall signal
     • Managed Agents, RAG & Guardrails: Mixed or negative
     • Cost Surprises: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Measured

     Applies to

     Still applicable

     Observed on

     Knowledge Bases quickstart with an OpenSearch index

147. Positive

     chaboud, Hacker News commenter

     Comment on: OpenAI o3 and o4-miniHacker News comment

     Having Bedrock on tap to drive Cline with Sonnet 3.7 meant no effective throttling or availability limits for the author as an individual developer.

     Published Apr 17, 2025self-described: Individual developer using coding tools

     Counts toward

     • Overall signal
     • Stability: Positive
     • Model Quality: Positive
     • Quotas, Capacity & Latency: Discussed without concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable

     Observed on

     Claude 3.7 Sonnet via Amazon Bedrock with Cline

148. Negative

     ZeroCool2u, Hacker News commenter, self-described

     Comment on: Amazon introduces Nova ChatHacker News comment

     The commenter found the console poor, the leading models other than Claude missing, IAM setup painful, and an extra gateway needed for an OpenAI-compatible API.

     Published Mar 31, 2025

     Counts toward, pending a recheck

     • Overall signal
     • Model Choice: Mixed or negative
     • Developer Experience: Mixed or negative
     • Setup & Model Access: Raised as a concern

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Needs a recheck

149. Positive

     mateuszbuda, Hacker News commenter

     Comment on: Ingesting PDFs and why Gemini 2.0 changes everythingHacker News comment

     Bedrock Knowledge Bases digested the author's real-world PDFs well and cost-effectively in testing.

     Published Feb 5, 2025self-described: PDF ingestion tests

     Counts toward

     • Overall signal
     • Managed Agents, RAG & Guardrails: Positive
     • Cost Efficiency: Positive
     • Should a team build on Bedrock's managed agents and retrieval, or run its own on Bedrock inference?: Managed services

     Published on

     Developer Communities

     Who

     Individual builder

     Evidence

     Reported

     Applies to

     Still applicable