WhatA tool that lets developers and teams rigorously A/B test different agent skill configurations against baseline prompts, measuring actual code quality outcomes rather than relying on vibes.
SignalSeveral commenters expressed deep skepticism that elaborate agent skill setups actually outperform simple prompts, noting that nobody is doing controlled testing and developers are cargo-culting configurations based on anecdotal success stories.
Why NowCompanies are now spending meaningful engineering time crafting agent workflows but have zero empirical evidence they help — as AI coding spend scales, the pressure to justify ROI will force measurement.
MarketEngineering teams at companies with 50+ developers investing in AI tooling; sell as SaaS to engineering leadership who need to justify AI coding tool spend; no direct competitor — existing code quality tools don't measure prompt/skill effectiveness.
MoatBenchmark dataset of task-outcome pairs across configurations becomes a proprietary asset; first mover establishes the evaluation methodology that becomes the industry standard.
Transparent Software Update Auditing and Control PlatformP5/10A lightweight agent that sits between apps and their update mechanisms, giving users granular visibility and control over what gets downloaded, installed, or changed on their devices.
Privacy-First Browser With User-Controlled Feature GovernanceC5/10A Chromium-based browser that strips all telemetry and AI features by default, letting users opt in to specific capabilities through a clear feature marketplace rather than having features forced on them.
Inference Optimization Platform for Open-Weight ModelsP6/10A managed platform that automatically applies the best inference acceleration techniques (MTP drafters, speculative decoding, quantization) to any open-weight model, delivering maximum tokens-per-second with one API call.
One-Click Local LLM Inference With Cutting-Edge SpeedC6/10A desktop application that automatically selects, quantizes, and configures the fastest open model plus its MTP drafter for your specific GPU, delivering 100+ tokens-per-second out of the box.
Sub-$1K GPU Inference Appliance for Small TeamsC5/10A pre-configured hardware-plus-software appliance (single high-end consumer GPU) that runs the best open models with optimized inference out of the box, sold to small businesses and startups as a private AI server.