Anneal
model-agnostic; makes LLMs remember, obey, and stay private
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HN · launched Mar 25, 2026 · 7 upvotes (top 59%) · 0 views
Niche: llm security and guardrails software · 58 launches, 5 in the last 7 days ▼ -44% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Developer
- AI-native
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 58 launches in llm security and guardrails software →
Could you build this?
Partial A proxy intercepting LLM calls with basic memory injection is easy to mock up, but low-latency semantic reconciliation, cryptographic privacy, and deterministic rule enforcement across models are complex.
What it would actually take: A production implementation requires a streaming reverse-proxy service (written in Go or Rust) integrated with a vector database, an entity knowledge-graph engine, and client-side encryption key management. The difficult challenges are achieving sub-5ms proxy routing overhead, semantic deduplication and supersession logic to resolve contradictory facts, and preventing prompt injection vulnerabilities. It demands strong systems engineering, streaming API proxy architecture, and applied NLP experience.
Discussion
3 comments analyzed.
Competitors
Other products that read as similar to this one : 1552 launches clear the similarity bar, closest 8 shown.
Attention rank: #864 of 1553 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 146 days after the earliest competitor.
- KillSwitch · hn · 2026-09-19 · 10 upvotes · similarity 0.61
- AnyJev · github · 2026-09-21 · 648 upvotes · similarity 0.57
- rizzo-flow · github · 2026-09-21 · 455 upvotes · similarity 0.57
- awesome-reasoning-generalization · github · 2026-09-10 · 143 upvotes · similarity 0.57
- LLMs as Planners, Not Reasoners · hn · 2026-04-07 · 7 upvotes · similarity 0.57
- sftmill · github · 2026-09-29 · 10 upvotes · similarity 0.56
- BonzAI · hn · 2026-05-22 · 5 upvotes · similarity 0.56
- litjev · github · 2026-09-17 · 36 upvotes · similarity 0.56
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