Adding more coding agents hits diminishing returns on repository-level tasks. A three-agent setup (coder, reviewer, critic) with encouraged, evidence-based disagreement beats a 5-agent baseline on LiveCodeBench and posts the highest F1 on SWE-PRBench.
Yann LeCun again urged students to focus on architectures that learn physical, real-world tasks as efficiently as humans and animals, and pushed back on overhyped AGI-is-imminent narratives.
Supernova connects live startup data (Stripe, HubSpot, PostgreSQL, 30+ apps) to Claude and Codex for natural-language queries, with MCP support and no extra warehouse or ETL.
Ramp launched Router, a unified API endpoint that routes every LLM request to the lowest-cost model meeting a performance threshold, claiming average savings of 40% on inference spend.
HyNote runs speech-to-text entirely on-device, captures system audio across Zoom, Meet and Teams without a bot, and offers free unlimited local transcription plus multi-source ingestion.
Actx0 is a drop-in managed memory layer for agents, storing what matters, retrieving it in milliseconds, and keeping memory across sessions with an SDK and per-workspace isolation.
Wizstar generates avatars that gesture naturally, interact with objects and keep precise lip sync, supporting source videos up to 5 minutes with multilingual localization.
Free means $0 per token today, not unlimited or unconditional: both platforms rate-limit free use and require a free API key, some OpenRouter free endpoints may train on your prompts unless you opt out in account settings, and the roster changes daily. Verified against each provider's own pricing data at generation time — but pricing changes without notice, so confirm it's still free on the provider's own page before you rely on it.
Source:
