SecondThought
Think only when the tool call looks unsure: confidence-gated reasoning for small local models. Code, BFCL results and paper.
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GITHUB · launched Oct 22, 2026 · 20 upvotes (top 59%) · 0 views
Niche: machine learning developer tools · 303 launches, 11 in the last 7 days ▼ -45% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Developer
- AI-native
- Hobby / open-source project
- bfcl
- function-calling
- llm
- qwen3
- reasoning
- research
- +2 more
Visit website ↗ Source listing ↗
More like this: all 303 launches in machine learning developer tools →
Could you build this?
Partial A basic confidence-gated reasoning wrapper using token logprobs can be vibe-coded. Matching the reported benchmark results and validating the approach rigorously requires ML research skills and evaluation infrastructure.
What it would actually take: The gating mechanism is straightforward to implement against a local model runtime that exposes logprobs. The real work is designing and validating the confidence signal, running BFCL-style benchmarks, and possibly fine-tuning, which needs ML research expertise and GPU compute.
Competitors
Other products that read as similar to this one : 2578 launches clear the similarity bar, closest 8 shown.
Attention rank: #1450 of 2579 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 358 days after the earliest competitor.
- jevcal · github · 2026-09-18 · 10 upvotes · similarity 0.62
- FlashProve · github · 2026-10-30 · 243 upvotes · similarity 0.59
- Free Inference Engineer and Model Training Roadmap · hn · 2026-08-24 · 16 upvotes · similarity 0.58
- decider · github · 2026-09-16 · 130 upvotes · similarity 0.58
- quyet · github · 2026-10-03 · 23 upvotes · similarity 0.58
- discover-unknowns · github · 2026-09-09 · 14 upvotes · similarity 0.58
- zero2vllm · github · 2026-10-12 · 14 upvotes · similarity 0.57
- Video-VER · github · 2026-09-21 · 14 upvotes · similarity 0.57
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