Tencent’s open-source SearchAgent-8B performs 10+ retrieval turns for deep research at zero API cost. Run it locally on your own data.
A deep technical analysis of IISc Bangalore’s 6-qubit photonic quantum computer. We dissect the physics of polarization-path encoding, the math behind the Thermal Wall, GHZ state fidelity, and why deterministic quantum walks may challenge the superconducting paradigm.
Research reveals 32.67% of SWE-bench successes come from solution leakage, not real problem-solving. PatchDiff study shows 7.8% of “correct” patches actually fail. What this means for AI coding tool claims.