Nicheloom

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Open Bias

proxy that enforces agent behavior at runtime

Details

External ID
47938497
Source
HN
Company
—
Product
Open Bias
Website domain
github.com
Launched
April 28, 2026
Cohort
—
Upvotes
21
Upvotes percentile
0.7589974293059126
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Enrichment

Theme
ai agent infrastructure and tooling
Vertical
Security
Function
Compliance & governance
Audience
Developer
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
runtime monitoring for agent behavior
Manually corrected
False

Could you build this?

Yes An HTTP proxy that inspects, validates, or mutates LLM agent API payloads at runtime can be built in Node.js, Go, or Python with standard proxy libraries.

Discussion

4 comments analyzed.

Competitors mentioned: Nvidia NeMo guardrail systems, Traditional evals and observability tools

Concerns raised: Token spend overhead from 2x usage, Cost as bottleneck for agent workflows, Rules inconsistency across eval and production, Latency impact on voice agents

Feature requests: Cost breakdown documentation, Fine-tuning smaller models from collected mistake traces, Automatic classifier for sync vs async rule routing

Competitors

Other products that read as similar to this one — 1968 launches clear the similarity bar, closest 8 shown.

Attention rank: #387 of 1969 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 181 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a compliance & governance tool for Media & entertainment yet.