350 messages · AI CoE Go-To + Watercooler + AI Spend · 2026-08-15 → 08-21 · all models on Fireworks
350
messages × 4 models
5
unanimous “jump in”
13
majority consensus flags
97.4%
cheap-a ↔ strong agreement
6
cheap tier disagreements
Tier
Model
Flagged
Rate
vs majority consensus
CHEAP A
muse-glimmer-30b
5
1.4%
precision 1.00 · recall 0.38
CHEAP B
deepseek-v4-flash-0731
11
3.1%
precision 0.91 · recall 0.77
MID
gpt-oss-20b
50
14.3%
precision 0.22 · recall 0.85
STRONG
kimi-k3
14
4.0%
precision 0.86 · recall 0.92
✅ Unanimous: good places to jump in
All four models independently said an intake offer would help.
watercooler · 2023-11-27
Morning! Are we still moving to the OpenAI Enterprise edition now that the dust has settled with Sam Altman? Asking because we are using the API's and see some some charges, wondering if the API calls are more cost effective on Enterprise.
CHEAP Amuse-glimmer-30b⚑ FLAG0.68
Author questions cost effectiveness of OpenAI Enterprise versus API usage for current charges.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author is asking about cost-effectiveness between OpenAI API and Enterprise edition, which is a provider selection and cost optimization question.
MIDgpt-oss-20b⚑ FLAG0.90
User is evaluating cost effectiveness of OpenAI Enterprise vs standard API, a provider plan selection issue.
STRONGkimi-k3⚑ FLAG0.72
Author has a live cost question about whether OpenAI API usage is more cost-effective under the Enterprise plan, which an AI CoE advisor could help evaluate.
aicoe-goto · 2025-06-25
We don't know how sub-agents work in the case of Claude code (whether we can override their system prompts).
CHEAP Amuse-glimmer-30b⚑ FLAG0.60
Author is seeking guidance on Claude Code sub-agent behavior and system prompt control for an AI-assisted development workflow.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author is uncertain about Claude Code sub-agent configuration, which is an AI-assisted development workflow issue an advisor could help with.
MIDgpt-oss-20b⚑ FLAG0.90
Question about how sub‑agents work in Claude code and prompt overriding.
STRONGkimi-k3⚑ FLAG0.70
The author has an open question about configuring Claude Code sub-agents (overriding system prompts), which is a live AI-assisted development workflow question an advisor could help with.
aicoe-goto · 2025-07-03
I have to jump in an IM meeting, but I would love to hear thoughts about running loops in Agentic AI. I've been struggling to make it work in Cu Chulainn (it always drifts, and the Andon Corder finds a reason to shut it down after a few iterations.)
CHEAP Amuse-glimmer-30b⚑ FLAG0.72
Author reports live agentic loop drift and shutdown issue needing troubleshooting.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.85
The author describes a live problem with agentic AI loop reliability and drift, which an AI CoE advisor could help with in AI-assisted development workflows.
MIDgpt-oss-20b⚑ FLAG0.90
They are seeking help to troubleshoot agentic AI loop reliability issues.
STRONGkimi-k3⚑ FLAG0.62
Author has a live reliability problem getting agentic AI loops to run without drift in an internal AI-assisted workflow tool, which an advisor could help troubleshoot.
aicoe-goto · 2025-07-11
Hi Team, do we have some sort of documentation / guiding principles how to evaluate RAGs? like which where to get certain LLM keys / where to run the evaluation in infra level and how to minimize cost in the context of XO
CHEAP Amuse-glimmer-30b⚑ FLAG0.70
Author is seeking guidance on RAG evaluation, LLM key access, infra placement and cost minimization, indicating a live AI quality/cost problem.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author seeks guidance on RAG evaluation, infrastructure, and cost minimization, which an AI CoE advisor can assist with.
MIDgpt-oss-20b⚑ FLAG0.90
Request for cost‑optimization guidance on evaluating RAGs.
STRONGkimi-k3⚑ FLAG0.78
Author seeks guidance on RAG evaluation practices, infra setup, and cost minimization — a live AI quality/cost problem an advisor could help with.
aicoe-goto · 2025-07-11
for the LLM Keys, I'll reword that as API keys, for example we have a RAG pipeline and at the moment we're using open AI, ideally we would want to compare it with let's say using claude, grok etc
CHEAP Amuse-glimmer-30b⚑ FLAG0.75
Author wants to compare LLM providers for an existing RAG pipeline.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
The author wants to compare different LLM providers (OpenAI, Claude, Grok) for their RAG pipeline, indicating a live provider selection problem.
MIDgpt-oss-20b⚑ FLAG0.90
User wants to compare different LLM providers for a RAG pipeline.
STRONGkimi-k3⚑ FLAG0.72
Author has a live RAG pipeline on OpenAI and wants to compare alternative models (Claude, Grok), which is a model/provider selection question an advisor could help with.
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 · 2023-11-21
It's annoying that I can't do it all in one session, however the output is what we're looking for
So... I wonder if we can have a GPT action that calls Claude to do the work
Or maybe do it with Zapier
CHEAP Amuse-glimmer-30bpass0.75
Casual watercooler brainstorming with no clear live cost/quality problem or request for help.
CHEAP Bdeepseek-v4-flash-0731pass0.80
The message is a speculative idea about integrating GPT and Claude, not a specific problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.80
User wants to orchestrate GPT and Claude calls via a GPT action or Zapier, a workflow integration issue.
STRONGkimi-k3⚑ FLAG0.55
Author has a live workflow problem — single-session limits — and is exploring orchestrating GPT actions calling Claude or using Zapier, which an advisor could help architect.
watercooler · 2023-11-21
Does anyone know if Claude has GPT creation capabilities similar to OpenAI?
CHEAP Amuse-glimmer-30bpass0.90
General feature question with no live cost/quality problem described.
CHEAP Bdeepseek-v4-flash-0731pass0.90
这是一个关于模型功能的一般性询问,没有具体问题需要AI CoE顾问介入。
MIDgpt-oss-20bpass0.90
General question about Claude's capabilities, not a problem needing assistance.
STRONGkimi-k3⚑ FLAG0.55
Author is comparing Claude vs OpenAI capabilities (custom GPT equivalents), which an advisor could help with for provider/model selection, though it reads as a casual capability question.
watercooler · 2023-12-04
Does anyone have Claude API access? I requested but looks like there's a waiting list
CHEAP Amuse-glimmer-30bpass0.90
Casual request for API access, not a cost quality or architecture problem an advisor can help with.
CHEAP Bdeepseek-v4-flash-0731pass0.95
The message is a general inquiry about API access, not a specific AI cost/quality/reliability problem for the AI CoE.
MIDgpt-oss-20bpass0.95
User is asking for Claude API access, not a cost or quality issue.
STRONGkimi-k3⚑ FLAG0.60
Author is blocked on Claude API waitlist; an advisor could help with alternative access routes (e.g., Bedrock) or provider options.
aicoe-goto · 2025-06-18
Sounds really great for large complex tasks. Being able to develop code and only having to intervene every 30m rather than 5m would be a game changer.
I'd love a followup showing how to integrate this technique with a developer workflow. e.g. can we trigger it from Windsurf or Aider or similar? Can we intercept and upgrade LLM calls using LiteLLM?
CHEAP Amuse-glimmer-30bpass0.80
Request for informational follow-up on workflow integration, not a reported live AI cost/quality problem.
CHEAP Bdeepseek-v4-flash-0731pass0.70
作者在讨论技术并表达兴趣,但未提出具体问题,属于一般讨论而非需要advisor介入的实时问题。
MIDgpt-oss-20b⚑ FLAG0.95
User wants help integrating an AI technique into a developer workflow, which is an AI-assisted software development request.
STRONGkimi-k3⚑ FLAG0.62
Author asks actionable questions about integrating an AI coding technique into dev tools (Windsurf/Aider) and routing LLM calls via LiteLLM, which an advisor could help with, though it's framed as a follow-up request rather than an urgent blocker.
aicoe-goto · 2025-07-11
self hosting fur lanfuse deployment look cumbersome to me
CHEAP Amuse-glimmer-30bpass0.70
Vague comment about Langfuse self-hosting complexity with no explicit request for help.
CHEAP Bdeepseek-v4-flash-0731pass0.90
The message is a casual remark about self-hosting Langfuse being cumbersome, not a specific problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.90
User reports difficulty with self-hosting Langfuse deployment, indicating a real deployment issue.
STRONGkimi-k3⚑ FLAG0.55
Author expresses a pain point about self-hosting Langfuse (LLM observability tooling) being cumbersome, where an advisor could help with deployment or managed alternatives.
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.
watercooler · 2023-11-24
@Jamie Sidey is there a way to auto-label beyond based on sender? Sometimes I want to match subject or body phrases instead.
CHEAP Amuse-glimmer-30bpass0.95
Message asks about auto-labeling by sender/subject/body phrases with no AI cost/quality issue.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.70
Author asks for a way to auto-label messages based on content, indicating a live AI text classification problem.
MIDgpt-oss-20bpass0.99
The user is asking about a feature in Google Chat labeling, not an AI cost or quality problem.
STRONGkimi-k3pass0.95
Question about email auto-labeling/filtering rules, not an AI cost, quality, or workflow problem for the AI CoE.
watercooler · 2023-11-28
I've been working with the STL dEP application suite. I loaded the collateral we have from a marketing perspective but need to add some additional detail and add competitor information. Also need to refine the prompts.
CHEAP Amuse-glimmer-30bpass0.85
Status update with no explicit request for AI cost, quality, latency or architecture help.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.60
The author mentions needing to refine prompts for an AI application, which is a live problem an AI CoE advisor could assist with.
MIDgpt-oss-20b⚑ FLAG0.90
User is working on AI-generated marketing content and needs help refining prompts, a typical AI-assisted development workflow issue.
STRONGkimi-k3pass0.68
Reads as a casual status update/to-do list about loading collateral and refining prompts, with no clear request for help on an AI cost, quality, or architecture problem.
watercooler · 2023-11-29
Which GPT is best for OCR?
CHEAP Amuse-glimmer-30bpass0.68
Casual watercooler query with no indication of a live cost or quality problem.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.95
The author asks which GPT model is best for OCR, indicating a need for model selection advice.
MIDgpt-oss-20b⚑ FLAG0.95
User is seeking advice on which GPT model to use for OCR, a direct model selection request.
STRONGkimi-k3⚑ FLAG0.70
Author is asking which model to use for an OCR task, a live model-selection question an advisor could help with.
aicoe-goto · 2025-06-18
@Stanislav Huseletov I need a little with MCP for a potential deal.
CHEAP Amuse-glimmer-30bpass0.75
Message is a vague personal request for help with MCP for a deal with no AI cost/quality problem described.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.80
Author requests assistance with MCP for a potential deal, indicating a live problem an advisor could help with.
MIDgpt-oss-20bpass—
STRONGkimi-k3⚑ FLAG0.55
Author is actively requesting help with MCP (Model Context Protocol) for a potential deal, a live AI-related ask, though details are too vague to map to a specific category.
aicoe-goto · 2025-07-10
Cursor be heavy on my M4 Pro
CHEAP Amuse-glimmer-30bpass0.75
Vague performance comment with no clear AI cost/quality or workflow help request.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
User reports performance issues with Cursor, an AI code editor, which is a workflow-quality problem for AI-assisted development.
MIDgpt-oss-20bpass0.95
The message describes a general performance issue, not an AI or cloud cost/quality problem.
STRONGkimi-k3⚑ FLAG0.55
Author reports a live performance problem with Cursor, an AI-assisted coding tool, which an advisor could help troubleshoot or optimize.
aicoe-goto · 2025-07-11
Hello Team,
Any recommendation for prompt. tracing tool for agents built using Langgraph ?
My best find is : Self hosted LangFuse.
CHEAP Amuse-glimmer-30bpass0.85
General tool recommendation request, not a live cost/quality/reliability problem for AI CoE intake.
CHEAP Bdeepseek-v4-flash-0731⚑ FLAG0.90
User asks for a recommendation on prompt tracing tools for LangGraph agents, indicating a live need for AI workflow observability.
MIDgpt-oss-20b⚑ FLAG0.90
They are seeking a recommendation for a prompt tracing tool for Langgraph agents, which is an AI-assisted development workflow issue.
STRONGkimi-k3⚑ FLAG0.72
Author has a live need for an LLM agent tracing/observability tool recommendation, which falls under AI quality/reliability tooling.
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.
watercooler · 2023-11-13
When I finished conversational prompting GPT lied to me and said it could not generate images 😱
CHEAP Amuse-glimmer-30bpass0.85
Casual watercooler vent about model behavior with no request for CoE assistance.
CHEAP Bdeepseek-v4-flash-0731pass0.95
Casual anecdote about GPT's response, not a problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.90
User reports GPT cannot generate images and likely needs help with image generation.
STRONGkimi-k3pass0.95
Casual watercooler anecdote about a chatbot's response, not a live cost/quality/reliability problem seeking advisor help.
watercooler · 2023-11-14
Just off the back of 2 RFP completions with a couple of thousand questions, an Enterprise Custom GPT RFP Responder trained on our product docs and existing responses will be an epic timesaver.
CHEAP Amuse-glimmer-30bpass0.85
Statement of an idea with no request for help or live problem described.
CHEAP Bdeepseek-v4-flash-0731pass0.90
Author shares an idea for an RFP responder, not a live problem.
MIDgpt-oss-20b⚑ FLAG0.90
They need help choosing and training a custom GPT model for RFP responses.
STRONGkimi-k3pass0.62
Enthusiastic watercooler observation about a potential RFP-responder GPT with no question or request for advisor help.
watercooler · 2023-11-14
Pls send me the collateral and prior high quality submissions and I’ll spin it up.
CHEAP Amuse-glimmer-30bpass0.90
Message is a generic request for collateral with no AI cost, quality, or workflow problem indicated.
CHEAP Bdeepseek-v4-flash-0731pass0.95
The message is a request for collateral and prior submissions, not an AI-related problem for the AI CoE.
MIDgpt-oss-20b⚑ FLAG0.60
The user is requesting collateral and prior high‑quality submissions to spin up a project, which suggests they need help with AI media generation.
STRONGkimi-k3pass0.95
This is a coordination request for collateral and prior submissions with no AI cost, quality, or workflow problem described.
watercooler · 2023-11-14
It would go through gpt4 enterprise that has data privacy protections. But take a look and let me know if any concerns. .
CHEAP Amuse-glimmer-30bpass0.75
Fragmentary message with no clear actionable AI cost, quality, latency or architecture problem described.
CHEAP Bdeepseek-v4-flash-0731pass0.90
Message is a discussion about using GPT-4 enterprise with data privacy, not a specific problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.90
User is asking for a review of privacy concerns when using GPT‑4 Enterprise, a problem the AI CoE can address.
STRONGkimi-k3pass0.80
This is a reply in an ongoing discussion about data privacy routing through GPT-4 enterprise, not a request for AI CoE help with cost, quality, or architecture.
watercooler · 2023-11-16
To the BU product folks here -- Can this accelerate our implementation of AI co-pilots into our roadmaps? https://github.com/openchatai/OpenCopilot
[Edit] Also... just seeing this one from Jamie too: https://www.commandbar.com/
CHEAP Amuse-glimmer-30bpass0.85
Message shares links and asks about roadmap acceleration with no specific cost, quality, latency or reliability problem described.
CHEAP Bdeepseek-v4-flash-0731pass0.90
消息是分享工具链接并询问能否加速实施,属于一般讨论而非具体问题。
MIDgpt-oss-20b⚑ FLAG0.90
They are asking if the referenced tools can help accelerate AI co‑pilot implementation, a software development workflow question.
STRONGkimi-k3pass0.72
Casual watercooler link-share directed at product folks about copilot tools, not a concrete cost/quality/reliability problem brought to the AI CoE.
watercooler · 2023-11-16
Yeah... been trying to figure out how to have GPT do multiple analysis passes on the content it creates, and I think this is how to do it...
Otherwise it gets lost when you ask it to refer to work earlier in the conversation
It's fascinating digging into this stuff... 🙂
CHEAP Amuse-glimmer-30bpass0.85
Casual watercooler sharing about exploration with no explicit problem or request for help.
CHEAP Bdeepseek-v4-flash-0731pass0.90
The author is sharing a personal discovery about GPT analysis passes in a watercooler chat, not seeking help for a live problem.
MIDgpt-oss-20b⚑ FLAG0.80
User is looking for guidance on how to structure GPT usage for multiple analysis passes, a model behavior issue.
STRONGkimi-k3pass0.78
Casual watercooler musing where the author has already figured out a solution and is sharing fascination, not seeking advisor help.
watercooler · 2023-11-19
I sent Dragos a note and looped you in. I think the new stuff not live yet are the ones I tried yesterday. Was still async, but using AI to grade the written responses.
CHEAP Amuse-glimmer-30bpass0.85
Informational status update with no explicit problem or request for help.
CHEAP Bdeepseek-v4-flash-0731pass0.95
Message is a casual update about using AI for grading, not a request for help or a problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.70
Mentions using AI asynchronously to grade responses, indicating a need for batch vs online inference guidance.
STRONGkimi-k3pass0.65
Status update/coordination note about AI-grading work already in progress; no explicit problem or request for advisor help.
watercooler · 2023-11-21
-- Ugh OpenAI having lots of issues right now anyway. Will try again tomorrow.
CHEAP Amuse-glimmer-30bpass0.85
Venting about OpenAI outages with no request for help or specific actionable problem.
CHEAP Bdeepseek-v4-flash-0731pass0.95
Casual complaint about OpenAI issues, not a specific problem for AI CoE intake.
MIDgpt-oss-20b⚑ FLAG0.90
OpenAI service reliability issue
STRONGkimi-k3pass0.85
Casual venting about a temporary OpenAI outage with a self-decided plan to retry tomorrow; no advisor help sought.
No examples in this date range — try a wider window.