2,053 messages · Watercooler + General · 2026-02-23 → 2026-08-23 · all models on Fireworks
2053
messages × 4 models
21
unanimous “jump in”
95
majority consensus flags
97.1%
cheap-a ↔ strong agreement
59
cheap tier disagreements
Tier
Model
Flagged
Rate
vs majority consensus
CHEAP A
muse-glimmer-30b
27
1.3%
precision 1.00 · recall 0.28
CHEAP B
deepseek-v4-flash-0731
80
3.9%
precision 0.90 · recall 0.76
MID
gpt-oss-20b
279
13.6%
precision 0.32 · recall 0.95
STRONG
kimi-k3
87
4.2%
precision 0.91 · recall 0.83
✅ Unanimous: good places to jump in
All four models independently said an intake offer would help.
watercooler · 2026-03-23
My team is getting annihilated in the metric by this issue. It needs to be fixed. Just using some skin or worse app to do the work less efficiently as a workaround is a terrible idea. What does it take to get Claude code in various places appropriately recognized without sacrificing our ability to do the work?
CHEAP Amuse-glimmer-30b⚑ FLAG0.65
Author describes a live AI-assisted development workflow issue with Claude Code recognition hurting metrics and efficiency.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author has a live problem with Claude Code recognition in their AI-assisted development workflow, seeking a fix without sacrificing efficiency.
MIDgpt-oss-20b⚑ FLAG0.90
Team is struggling to integrate Claude code into their workflow and needs assistance.
STRONGkimi-k3⚑ FLAG0.50
Author has a live pain point around getting Claude Code recognized/usable across environments for their team's work, which fits AI-assisted development workflow adoption, though the message is vague and venting in tone.
general · 2026-04-02
@Amit Goyal and whoever gets to this... even today, that agent was not able to continue its work.
What I did to fix was:
Fork the conversation from the previous interactions
If you try to fork from the last interaction, it doesn't work. It seems that last interaction somehow messed up with the OpenAI token.
Meaning, it was not related to credits at all.
CHEAP Amuse-glimmer-30b⚑ FLAG0.60
Agent fails to continue and fork due to OpenAI token issue indicating a live reliability problem.
Agent stopped working due to a token issue, indicating a reliability problem.
STRONGkimi-k3⚑ FLAG0.65
Author reports a recurring reliability issue with an AI agent (token corruption breaking conversation continuation) and is seeking help despite having a manual workaround.
general · 2026-04-14
Getting a lot of 429 from Claude Code since yesterday, e.g.
429 {"type":"error","error":{"type":"rate_limit_error","message":"This request would exceed your organization's rate limit of 2,000,000 input tokens per minute (org: a3287c6f-33f5-43e5-8875-45c828f73510,
model: claude-sonnet-4-6). For details, refer to: https://docs.claude.com/en/api/rate-limits. You can see the response headers for current usage. Please reduce the prompt length or the maximum tokens
requested, or try again later. You may also contact sales at https://claude.com/contact-sales to discuss your options for a rate limit increase."},"request_id":"req_011Ca3FDMR5PvprgZLcn4sbL"}
CHEAP Amuse-glimmer-30b⚑ FLAG0.85
User reports live rate-limit errors blocking Claude Code AI-assisted development workflow.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
Author reports rate limit errors from Claude Code, indicating a live provider-related issue that an advisor could address.
MIDgpt-oss-20b⚑ FLAG0.95
Rate limit errors from Claude indicate a live issue with the inference provider that the AI CoE can help address.
STRONGkimi-k3⚑ FLAG0.82
Author is actively hitting org-level rate limits with Claude Code since yesterday, a live reliability/usage problem in an AI-assisted dev workflow an advisor could help mitigate.
watercooler · 2026-04-14
I built a major new feature for Jarvis over the past few weeks and it continued to fail in production with real cases. Claude was down for a bit so I switched to Codex to patch what I thought was an easy fix just to get things moving again and a week later Codex is still finding random code, unwired code, duplicated paths, etc. It feels like Claude just "got it done" with no regards for my existing structure/architecture/strategy. He did whatever was easiest/fastest. Not what as best for long term code hygiene.
CHEAP Amuse-glimmer-30b⚑ FLAG0.85
Author reports ongoing codegen quality and architecture hygiene issues with Claude and Codex affecting production.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author describes ongoing issues with AI code generation quality and maintainability, which an AI CoE advisor could help address.
MIDgpt-oss-20b⚑ FLAG0.90
User reports poor code quality from AI code generation and needs help improving hygiene.
STRONGkimi-k3⚑ FLAG0.82
Author has a live problem with AI codegen quality (Claude vs Codex) producing poor code hygiene and duplicated/unwired code that an advisor could help address.
watercooler · 2026-04-16
Are we getting new restrictions on Cursor? it's first time I see claude models not working
CHEAP Amuse-glimmer-30b⚑ FLAG0.60
User reports Claude models not working in Cursor, suggesting a live AI-assisted development workflow reliability issue.
User reports Claude models not working due to potential new restrictions.
STRONGkimi-k3⚑ FLAG0.60
Author reports Claude models not working in Cursor, a live reliability issue with an AI-assisted coding tool that an advisor could help troubleshoot or clarify policy on.
watercooler · 2026-04-16
@Deniz Yavas or @Muhammad Usman : can you check on our Cursor spending settings?
I'd be surprised if on demand spending is actually disabled, but that could be a quick fix
CHEAP Amuse-glimmer-30b⚑ FLAG0.75
Request to check Cursor spending settings indicates a live AI-assisted development cost concern.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author requests help checking Cursor spending settings, indicating a live cost issue in AI-assisted development workflows.
MIDgpt-oss-20b⚑ FLAG0.90
They are asking to check spending settings for cost optimization.
STRONGkimi-k3⚑ FLAG0.70
Author has a live cost concern about Cursor (AI codegen tool) spending/on-demand settings that an AI CoE advisor could help optimize.
general · 2026-04-18
claude models on cursor having issues or is it anthropic in general?. use case I'm doing is building a full regression test builder autonomous agent
CHEAP Amuse-glimmer-30b⚑ FLAG0.68
User reports live issues with Claude models in Cursor while building an AI-assisted development agent.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.85
The author is experiencing issues with Claude models while building an autonomous regression test builder, which is an AI-assisted development workflow problem.
MIDgpt-oss-20b⚑ FLAG0.80
User reports issues with Claude models and asks if the problem is with the provider, indicating a need for provider selection or troubleshooting.
STRONGkimi-k3⚑ FLAG0.68
Author is hitting live reliability issues with Claude models in Cursor while building an autonomous regression-test agent, a problem an advisor could help troubleshoot or route around.
general · 2026-04-24
It's the usage caps. We hit the org rate limit, then restrictions were introduced.
It shouldn't matter since it's all the same Anthropic LLM calls, but probably the Enterprise agreements are not structured with heavy development in mind.
CHEAP Amuse-glimmer-30b⚑ FLAG0.60
Author reports hitting org rate limits and restrictions on Anthropic LLM usage, indicating a live reliability/capacity problem.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.85
Author reports hitting org rate limits on Anthropic LLM calls, a reliability issue an AI CoE advisor could help address.
MIDgpt-oss-20b⚑ FLAG0.90
They are encountering usage caps and rate limits with Anthropic LLM calls and need assistance with enterprise agreement usage.
STRONGkimi-k3⚑ FLAG0.60
Team is hitting Anthropic org rate limits/usage caps during heavy AI-assisted development, a live problem an advisor could help with around plan structure or provider strategy.
watercooler · 2026-04-29
I've been "manually" failing over to Portkey by removing the prefixed underscores whenever the Enterprise account hits the limit. (I just hit it btw.)
CHEAP Amuse-glimmer-30b⚑ FLAG0.68
Author describes manual failover to Portkey when Enterprise account hits limits, indicating a live reliability/provider routing issue.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
Author describes a live issue with hitting an Enterprise account limit and manually failing over to Portkey, indicating a provider reliability/selection problem.
MIDgpt-oss-20b⚑ FLAG0.90
User is manually switching to Portkey when their Enterprise account hits a limit, indicating a provider selection/management issue.
STRONGkimi-k3⚑ FLAG0.62
Author is actively hitting Enterprise account rate limits and manually failing over to Portkey, a live reliability/provider-routing problem an advisor could help automate or resolve.
general · 2026-04-30
Our AI CoE - Go-To for AI Questions Office Hours workshop today covered:
a) Switching some processes and workflows to Codex from Claude Code is easy
b) Codex is arguably is a superior tool with arguably superior models
c) Learning how to switch is a very valuable skill to obtain to always be able to stay on top of the best tools
However, we ran into an issue that with our enterprise plan the usage limits are very low.
Is there anything that can be done for that?
I know that our AI spending is already high, but Codex is cheaper and maybe even better than Claude Code, so this could be an area for cost optimisation. But for it to save money, we have to have people try it first in parallel, so ironically what I am saying is we gotta spend money to save money
CHEAP Amuse-glimmer-30b⚑ FLAG0.85
Author has a live cost/limit adoption problem with Codex vs Claude Code needing advisor help.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author describes a live issue with Codex usage limits and potential cost savings from switching AI coding tools, which an AI CoE advisor could help with.
MIDgpt-oss-20b⚑ FLAG0.95
They have a live issue with low usage limits and cost optimization for Codex.
STRONGkimi-k3⚑ FLAG0.90
Author has a live problem: enterprise Codex usage limits are blocking a Claude Code-to-Codex migration evaluation they see as a codegen cost-optimization opportunity.
general · 2026-04-30
Do we have a strong evidence that Codex will end up both cheaper and better for our use-cases?
CHEAP Amuse-glimmer-30b⚑ FLAG0.75
Author is asking for cost and quality evidence for Codex for their codegen use cases, indicating a live AI-assisted development decision.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author is evaluating Codex for cost and quality in their development workflows, which is a live decision an AI CoE advisor can assist with.
MIDgpt-oss-20b⚑ FLAG0.90
User is seeking advice on whether Codex is a cost‑effective and high‑quality choice for their use cases.
STRONGkimi-k3⚑ FLAG0.75
Author is actively evaluating whether Codex is cheaper and better for their use-cases, a codegen cost/quality decision an AI CoE advisor could help assess.
watercooler · 2026-05-06
I have run into the rate limit every day with Codex - and it seems we can't do anything about it on our plan
CHEAP Amuse-glimmer-30b⚑ FLAG0.68
User reports daily Codex rate limits blocking AI-assisted development workflow.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
User reports daily rate limits with Codex, a live issue in AI-assisted development workflows that an advisor could help optimize.
MIDgpt-oss-20b⚑ FLAG0.90
User reports daily rate limits on Codex and seeks assistance.
STRONGkimi-k3⚑ FLAG0.85
Author has a live problem hitting daily rate limits with Codex (AI coding tool), which an advisor could help with via plan/usage optimization or workflow alternatives.
No examples in this date range — try a wider window.
🤫 The cheap tier’s misses
The strong model flagged these; both cheap models stayed quiet. A miss costs nothing
(explicit invocation still works); a false positive spends trust.
watercooler · 2026-03-06
I've been contemplating letting agents go loose and reducing micro-mgmt but it feels too risky, especially with production and admin-level access to many platforms. Any recommendations or good reads on how to fully delegate but keep critical systems safe?
CHEAP Amuse-glimmer-30bpass0.85
General advice request about agent delegation safety, not a specific cost/quality/reliability intake problem.
CHEAP Bdeepseek-v4-flash-0731pass0.90
The message is a general discussion seeking advice on AI agent delegation safety, not a specific problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.80
User seeks guidance on safely delegating AI agents with admin access.
STRONGkimi-k3⚑ FLAG0.62
Author has a live problem about safely delegating to autonomous agents with production/admin access, which is an AI reliability/governance question an advisor could help with.
general · 2026-03-06
Do we have any organization policy on using insecure agents like open claw agents that may easily leak confidential data to outside world?
CHEAP Amuse-glimmer-30bpass0.85
Question about organizational policy on agent security, not a cost/quality/reliability workflow problem for AI CoE.
CHEAP Bdeepseek-v4-flash-0731pass0.95
The message asks about security policy for agents, not an AI cost/quality/reliability problem an advisor would address.
MIDgpt-oss-20bpass0.90
Question about organizational policy, not an AI cost/quality or workflow issue.
STRONGkimi-k3⚑ FLAG0.55
Author raises a live concern about data-leakage risk from insecure AI agents and asks for org policy, which an AI CoE advisor could help address as an AI reliability/governance issue.
general · 2026-03-17
Anyone else getting this in Claude Code? Alternates with Internal Server Error
CHEAP Amuse-glimmer-30bpass—
CHEAP Bdeepseek-v4-flash-0731pass0.90
The message is a question about a technical error in Claude Code, not a problem an AI CoE advisor would address for cost/quality/architecture.
MIDgpt-oss-20b⚑ FLAG0.90
User reports an internal server error in Claude Code.
STRONGkimi-k3⚑ FLAG0.72
Author is hitting recurring errors in Claude Code, an AI-assisted development tool, which is a live reliability problem an advisor could help troubleshoot.
watercooler · 2026-03-23
Folks, is anyone else experiencing an issue where using the Terminal for Claude Code doesn't consistently count toward AI usage? I switched from Claude Desktop to the Terminal, and now my AI usage is taking a hit...🫠
CHEAP Amuse-glimmer-30bpass0.85
Peer chit-chat about Claude Code usage tracking, not a request for AI CoE cost or workflow help.
CHEAP Bdeepseek-v4-flash-0731pass0.90
The issue is about AI usage tracking in Terminal, not a cost/quality/reliability problem an AI CoE advisor would address.
MIDgpt-oss-20b⚑ FLAG0.90
User reports inconsistent AI usage counting, impacting cost tracking.
STRONGkimi-k3⚑ FLAG0.72
User reports a live issue with Claude Code Terminal usage tracking affecting their AI usage metrics, which relates to AI-assisted development workflow cost/usage.
general · 2026-03-27
How can we run out of credits if @Lucas Corbellini enabled auto-renewal? 🤔
CHEAP Amuse-glimmer-30bpass0.75
Message is vague about credits with no clear AI cost/quality problem described.
User is asking about credit usage and cost concerns.
STRONGkimi-k3⚑ FLAG0.55
Author has a live billing/credits issue (credits exhausted despite auto-renewal) that an advisor could help investigate, though it may be a simple account/billing question.
general · 2026-04-01
same message came yesterday at the end of the day and today again, so even though it says forbidden, I believe it's because of some credits quota
CHEAP Amuse-glimmer-30bpass0.75
Vague observation about a recurring forbidden error with no explicit request for AI CoE assistance.
CHEAP Bdeepseek-v4-flash-0731pass0.70
消息仅陈述对错误原因的猜测,未明确请求帮助或描述具体问题。
MIDgpt-oss-20b⚑ FLAG0.90
User reports a forbidden error likely caused by hitting a credits quota, indicating a cost/credit issue that the AI CoE could help address.
STRONGkimi-k3⚑ FLAG0.55
Author reports a recurring 'forbidden' error they suspect is a credits/quota issue, indicating a live reliability/cost problem, though context is minimal.
general · 2026-04-08
Anybody else having issue on claude cowork? -
CHEAP Amuse-glimmer-30bpass0.75
Vague poll about issues with no details or actionable request for AI CoE help.
CHEAP Bdeepseek-v4-flash-0731pass0.80
询问他人是否遇到问题,未描述具体可协助的AI成本/质量/架构问题。
MIDgpt-oss-20b⚑ FLAG0.80
User reports a live issue with Claude cowork, indicating a reliability problem that an AI CoE advisor could help with.
STRONGkimi-k3⚑ FLAG0.45
Author appears to be experiencing a live issue with a Claude-based tool (likely an AI dev/collaboration tool), which could be a reliability or workflow problem, though details are too vague to be certain.
general · 2026-04-14
I'm on the Enterprise plan, but hitting the "You've used 75% of your usage" message in Claude. Can you clarify what the limit resets on, and whether our org admin can increase the allocation? I want to make sure I'm not cut off mid-work.
CHEAP Amuse-glimmer-30bpass0.85
Question is about Claude Enterprise quota limits and admin allocation, not cost optimization or workflow quality.
CHEAP Bdeepseek-v4-flash-0731pass0.95
The message is a support question about Claude usage limits, not an AI/cloud cost or quality problem for the AI CoE.
MIDgpt-oss-20b⚑ FLAG0.95
User is encountering a live usage limit issue and seeks help to adjust allocation.
STRONGkimi-k3⚑ FLAG0.62
Author has a live concern about Claude Enterprise usage limits and allocation increases, which is an AI cost/usage-management question an advisor could help with, though it may partly be an admin/vendor support matter.
watercooler · 2026-04-14
In one offs, it is less apparent. With a structured workflow, it is easier to notice the failure rates in certain ways. Things that worked reliably a month or so ago have started to show cracks without any explicit configuration changes*.
CHEAP Amuse-glimmer-30bpass0.78
Message is vague with no explicit mention of AI, cloud cost, model quality or workflow issues.
CHEAP Bdeepseek-v4-flash-0731pass0.90
The message is a general observation about reliability in workflows, not a specific problem seeking AI CoE help.
MIDgpt-oss-20b⚑ FLAG0.80
Describes reliability issues in a structured AI workflow.
STRONGkimi-k3⚑ FLAG0.55
Author describes a live reliability regression (rising failure rates with no config changes) in their structured AI workflow, though phrased as a watercooler observation rather than an explicit help request.
watercooler · 2026-04-16
@Deniz Yavas - I have a team member who's stuck on a $100/mo token limit plan for Claude. She's raised a request 2 days ago but no response yet. Is there anything else she/I can do to expedite this?
CHEAP Amuse-glimmer-30bpass0.85
Personal Claude subscription limit support request, not a company AI cost or workflow problem.
CHEAP Bdeepseek-v4-flash-0731pass0.95
The message is about expediting a token limit plan request, not an AI/cloud cost, quality, or architecture problem.
MIDgpt-oss-20b⚑ FLAG0.90
Team member is stuck on a Claude token limit plan and needs assistance to expedite the request.
STRONGkimi-k3⚑ FLAG0.60
Author has a live blocker: a team member is stuck on a $100/mo Claude token-limit plan (likely Claude Code for dev work) and needs help expediting an upgrade, which touches AI tooling cost/usage.
watercooler · 2026-04-22
Opus 4.7 is not an eager model; I have to coax it, which I never had to do with Opus 4.6.
CHEAP Amuse-glimmer-30bpass0.75
Casual observation in watercooler with no explicit request for help.
CHEAP Bdeepseek-v4-flash-0731pass0.90
Casual watercooler observation about model behavior, not a request for AI CoE assistance.
MIDgpt-oss-20b⚑ FLAG0.90
User reports a change in model behavior that likely needs troubleshooting.
STRONGkimi-k3⚑ FLAG0.55
Author reports a live quality/behavior regression with Opus 4.7 vs 4.6 that an advisor could help with (model/version choice or prompting strategy), though it's phrased as a casual remark without an explicit ask.
general · 2026-04-22
I moved to claude enterprise account recently, I am getting this on claude code because I consumed the allocated usage.
Who can help me with increase in the limit? Can provide explanation on the usage to the relevant team.
CHEAP Amuse-glimmer-30bpass—
CHEAP Bdeepseek-v4-flash-0731pass0.90
The message is a request for help with increasing usage limit, not an AI/cloud cost or quality problem an advisor would handle.
MIDgpt-oss-20b⚑ FLAG0.95
User needs help increasing usage limits on Claude enterprise account.
STRONGkimi-k3⚑ FLAG0.72
Author has a live issue hitting Claude Code usage limits on an enterprise account and is seeking help increasing quota, which falls under AI-assisted dev workflow cost/capacity.
No examples in this date range — try a wider window.
⚖️ Cheap head-to-head: glimmer vs deepseek-flash
Messages where the two cheap candidates disagreed — the evidence for picking the production flagger.
general · 2026-03-17
Sonnet is working fine, but Opus is having a glitch.
CHEAP Amuse-glimmer-30bpass0.75
Vague status comment with no explicit request for cost, quality, or architecture assistance.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.70
Author reports a glitch with Opus, indicating a reliability issue that an AI CoE advisor could address.
MIDgpt-oss-20b⚑ FLAG0.90
User reports a live glitch with the Opus model.
STRONGkimi-k3pass0.60
Terse status observation with no question, context, or actionable detail for an advisor to engage on.
general · 2026-03-21
@Robert Egglestone I am using claude code inside Cursor. It is being tracked as cursor usage, can it be made to tracked as claude usage?
CHEAP Amuse-glimmer-30b⚑ FLAG0.68
User has a live cost-attribution question about Claude Code usage inside Cursor, an AI-assisted dev workflow.
CHEAP Bdeepseek-v4-flash-0731pass0.95
The message is a technical setup question about usage tracking, not an AI cost/quality/reliability problem for the AI CoE.
MIDgpt-oss-20b⚑ FLAG0.95
User wants to adjust cost tracking for Claude usage.
STRONGkimi-k3⚑ FLAG0.72
User has a live question about usage/cost tracking attribution for Claude Code within Cursor, an AI-assisted development workflow concern.
general · 2026-03-21
Do we differentiate between CC and Cursor usage? 😨
CHEAP Amuse-glimmer-30b⚑ FLAG0.55
Question about differentiating CC and Cursor usage implies AI coding tool cost/workflow tracking concern.
CHEAP Bdeepseek-v4-flash-0731pass0.80
The message is a general question about differentiating tool usage, not a specific problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.60
User is asking a specific question about usage differences, likely a live issue.
STRONGkimi-k3⚑ FLAG0.50
Question about tracking/differentiating Claude Code vs Cursor usage, which relates to AI codegen tool cost/usage management an advisor could address, though it's brief and ambiguous.
general · 2026-03-26
Trying to connect Google Drive to Claude... anyone know if this error is on the Google or Claude admin side?
CHEAP Amuse-glimmer-30bpass0.85
Integration troubleshooting question not about cost, quality, latency, or model selection.
Support question about integration, not an AI CoE issue.
STRONGkimi-k3pass0.82
This is a quick IT/admin troubleshooting question about a Google Drive–Claude integration error, not an AI cost, quality, or architecture problem for an advisor.
general · 2026-03-27
It's a blocker for me, and though I have applied for API keys for OpenAI and Antrophic via Lumos, I'm still waiting for them to get approved. @Dmitry Degtyarev @Andrei Aiordachioaie @Chintan Parekh
CHEAP Amuse-glimmer-30bpass0.85
Waiting for API key approval is an access/process blocker, not a cost, quality, latency, reliability or workflow advisory issue.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.80
Author is blocked by pending API key approvals for OpenAI and Anthropic, seeking assistance.
MIDgpt-oss-20b⚑ FLAG0.90
The user is blocked waiting for API key approval to use OpenAI/Anthropic inference providers.
STRONGkimi-k3pass0.82
The author is blocked on API key approval through Lumos, an access/provisioning escalation rather than an AI cost, quality, or architecture problem an advisor could help with.
general · 2026-04-01
hi team!
I’m back to the AI credits problem… it seems I’m getting blocked on OpenAI too, not sure if because credits but likely yes. Anyone else facing similar issue?
I’m on Warp using the OpenAI key and gpt-5.4 (high reasoning)model, this is the message:
I'm sorry, I couldn't complete that request.
Request failed with error: ErrorStatus(403, "<!doctype html><meta charset=\"utf-8\"><meta name=viewport content=\"width=device-width, initial-scale=1\"><title>403</title>403 Forbidden")
CHEAP Amuse-glimmer-30bpass—
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
User reports a live 403 error from OpenAI likely due to credits, an AI cost/access issue an advisor could help with.
MIDgpt-oss-20b⚑ FLAG0.95
User reports a live 403 error likely due to OpenAI credit exhaustion.
STRONGkimi-k3⚑ FLAG0.82
Author has a live problem: blocked by 403 errors on OpenAI API likely due to exhausted AI credits, an AI cost/credits issue an advisor could help with.
general · 2026-04-02
Seconded. Facing the same issue
CHEAP Amuse-glimmer-30bpass0.90
Message is a vague agreement with no described AI cost/quality problem.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.50
Author states they are facing the same issue, indicating a live problem, but specifics are unknown so category is general AI.
MIDgpt-oss-20bpass0.90
Message is too vague and lacks any AI or cost-related context.
STRONGkimi-k3pass0.85
A 'me too' reply with no details about the underlying issue, so there is nothing actionable for an advisor to intake.
general · 2026-04-02
The endpoint is being difficult and their documentation mostly just says it's in beta expect issues
CHEAP Amuse-glimmer-30bpass0.68
Vague statement with no clear AI cost/quality/reliability issue or request for help.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.70
Author reports issues with an inference endpoint and poor documentation, indicating a potential provider reliability problem.
MIDgpt-oss-20b⚑ FLAG0.70
User reports difficulty with an endpoint, likely an inference provider that is in beta and causing issues.
STRONGkimi-k3⚑ FLAG0.40
Author reports a live reliability problem with a provider's beta endpoint, but the message is too vague to confirm it's AI-related or fits a specific category.
watercooler · 2026-04-03
@Andre Van Niekerk - could we extend this to cut our patent attorney legal costs and cycle time?
CHEAP Amuse-glimmer-30bpass0.65
Message lacks context for 'this' and does not clearly describe an AI CoE cost/quality problem.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author seeks to apply AI to reduce patent attorney legal costs and cycle time, a live problem for AI CoE.
MIDgpt-oss-20bpass0.92
General business question about legal costs, not a specific AI or cloud cost issue.
STRONGkimi-k3pass0.62
A one-line speculative question to a colleague about extending some prior solution to legal costs, lacking a defined AI cost/quality problem for intake.
watercooler · 2026-04-07
I feel like it is going to be a while before we can see a serious LLM running locally on a desktop/laptop. I have been experimenting with Gemma4 on an Apple M3 Max with 16 CPU Core, 40 GPU cores and 48GB of RAM. For the simplest of LLM asks, it has turned my machine into jet engine. If anyone has found a more efficient way to run a large LLM locally, please let me know. BTW - I was attempting the 31B model. Will be trying the e4b one next.
CHEAP Amuse-glimmer-30bpass0.85
Casual watercooler discussion about personal local LLM experimentation, not a company AI cost or workflow problem.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
Author is experimenting with different LLM sizes and asks for more efficient ways to run a large model locally, indicating a live problem with model selection and inference efficiency.
MIDgpt-oss-20b⚑ FLAG0.90
User is looking for ways to run a large LLM locally more efficiently, which relates to inference architecture decisions.
STRONGkimi-k3⚑ FLAG0.62
Author has a live problem running a local LLM efficiently (resource/thermal issues on M3 Max) and explicitly asks for more efficient approaches, which an advisor could help with via quantization, runtime, or model-size guidance.
watercooler · 2026-04-07
@Rahul Subramaniam can you show how much ram you are using while querying? If your LLM+prompt are pushing the total ram usage you might be doing memory swap and dumping your performance
CHEAP Amuse-glimmer-30bpass0.85
Peer troubleshooting about local RAM usage, not a request for AI CoE intake.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.70
The author suspects memory swap degrading LLM query performance, which an AI CoE advisor could help diagnose and optimize.
MIDgpt-oss-20b⚑ FLAG0.90
Memory usage impacting inference performance
STRONGkimi-k3pass0.78
The author is giving troubleshooting advice to Rahul about RAM/swap affecting LLM performance, not asking for help with their own problem.
general · 2026-04-08
Sonnet 4.6 has issues right now, swap to Opus
CHEAP Amuse-glimmer-30bpass0.78
Message is an FYI announcement about model issues with a suggested workaround, not a request for help.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The message indicates a live issue with Sonnet 4.6 and advises switching to Opus, which is a model selection problem an advisor could assist with.
MIDgpt-oss-20b⚑ FLAG0.95
User reports issues with Sonnet 4.6 and requests to switch to Opus, indicating a model selection problem.
STRONGkimi-k3pass0.82
Author is broadcasting a known issue with an already-decided workaround (FYI to the team), not asking an advisor for help.
No examples in this date range — try a wider window.
🚫 Mid-tier-only flags — the spam the cascade prevents
Flagged by gpt-oss-20b but below majority consensus.
general · 2026-02-24
I'm on windows, using 2.5.20, and it's barely using 2.5 Gb or ram, maybe there are some corner cases where it spikes, or it depends on the repo causing it's indexing to go out of control or something 🤔
CHEAP Amuse-glimmer-30bpass0.85
No clear AI cost, quality, reliability or AI-assisted workflow problem is described.
CHEAP Bdeepseek-v4-flash-0731pass0.95
The message discusses a general software RAM usage issue on Windows, not an AI/cloud cost, quality, or workflow problem.
MIDgpt-oss-20b⚑ FLAG0.70
User reports memory usage spikes in an AI tool, indicating a potential reliability issue.
STRONGkimi-k3pass0.85
Casual observation about a tool's RAM usage with speculation, not a live problem seeking advisor help.
watercooler · 2026-02-24
Hi Team,
AI-First Win: 4-6 hours of human effort with 20hrs+ of agent run replaced 104* person-days of manual work.
816 test files. 90,894 lines of code. 14,468 tests at 99.4% pass rate. Zero test code written by hand. Zero build configuration built by humans. Coverage went from 0% verified to 50% measured.
Tests that previously could not run locally now complete in 18 minutes.
Thanks to @Elena Loghin and @Bharat Kalra for driving this POC, and @Vlad Sorici for setting up the Gas Town initial knowledge base.
Before Gas Town
460 test files existed in the repo but could not run locally — tests hung indefinitely
No one could measure coverage because the test suite never completed locally
Effectively 0% verified coverage
After Gas Town
14,468 tests execute and complete in 18 minutes
50% i
CHEAP Amuse-glimmer-30bpass0.95
Announcement of a successful AI-assisted test generation POC with no live problem or request for help.
CHEAP Bdeepseek-v4-flash-0731pass0.95
This is a success story/FYI announcement, not a request for help with a live problem.
MIDgpt-oss-20b⚑ FLAG0.92
They need help scaling AI-generated test coverage and integrating it into CI/CD.
STRONGkimi-k3pass0.95
This is a success announcement sharing completed AI-assisted test generation results, not a live problem needing advisor help.
Message shares a news link asking for opinion with no described AI cost/quality problem.
CHEAP Bdeepseek-v4-flash-0731pass0.95
This is a casual news share in a watercooler space, not a specific problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.80
User is asking for advice on whether to try a new AI model, which is a model selection decision.
STRONGkimi-k3pass0.95
Casual news/article share in a watercooler space with no live problem an advisor could help with.
watercooler · 2026-02-26
wow, when did the Perplexity max plan become so expensive!
CHEAP Amuse-glimmer-30bpass0.85
Casual watercooler comment about personal subscription cost with no request for help.
CHEAP Bdeepseek-v4-flash-0731pass0.95
The message is a casual observation about a subscription price, not a problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.90
User is asking about the cost of a specific AI service, indicating a live cost issue.
STRONGkimi-k3pass0.95
Casual watercooler remark about Perplexity pricing with no request for help or live problem to solve.
watercooler · 2026-02-26
and why are Grok and Kimi disabled?
CHEAP Amuse-glimmer-30bpass0.80
Casual watercooler question about model availability with no described problem or request for assistance.
CHEAP Bdeepseek-v4-flash-0731pass0.90
询问模型被禁用的原因,属于一般性问题,无具体AI成本/质量等求助需求。
MIDgpt-oss-20b⚑ FLAG0.80
User is asking why certain AI services (Grok and Kimi) are disabled, indicating a live issue that an advisor could address.
STRONGkimi-k3pass0.85
Casual watercooler question about why certain models are disabled, not a live cost/quality/architecture problem for advisor intake.
watercooler · 2026-02-27
Hi! need to create a Claude API key - who can grant me access?
CHEAP Amuse-glimmer-30bpass0.95
Request for API key access is an operational permission question, not a cost/quality/reliability problem.
CHEAP Bdeepseek-v4-flash-0731pass0.95
The message is a request for API key access, not an AI cost/quality/reliability problem.
MIDgpt-oss-20b⚑ FLAG0.90
User is asking for help to obtain a Claude API key, which is a provider access issue.
STRONGkimi-k3pass0.90
This is an access/permissions request for an API key, not an AI cost, quality, or architecture problem an advisor could help with.
general · 2026-03-02
Despite having premium access to Claude granted through Lumos, my account still appears as being on the Free plan.
CHEAP Amuse-glimmer-30bpass0.85
Account entitlement/access issue is outside AI CoE cost and workflow quality scope.
CHEAP Bdeepseek-v4-flash-0731pass0.95
This is an account access issue, not an AI/cloud cost, quality, or architecture problem.
MIDgpt-oss-20b⚑ FLAG0.90
User reports a subscription plan mismatch that likely needs support.
STRONGkimi-k3pass0.85
This is an account access/provisioning issue (Lumos entitlement not reflected), not an AI cost, quality, or architecture problem for an AI CoE advisor.
general · 2026-03-02
there are two options one is for antropic and second one is claude
CHEAP Amuse-glimmer-30bpass0.85
Fragmentary statement with no clear problem or request for AI CoE assistance.
CHEAP Bdeepseek-v4-flash-0731pass0.90
消息仅提及两个选项,未描述具体问题或需求,属于一般性讨论。
MIDgpt-oss-20b⚑ FLAG0.90
User is comparing two AI models (Anthropic and Claude) and likely needs help choosing.
STRONGkimi-k3pass0.60
Vague fragment mentioning Anthropic/Claude options with no clear question or live problem stated.
No examples in this date range — try a wider window.