Today’s coding research is strongest on practical limits. RealBench shows repo-level generation still breaks down on full projects, and the token-cost study shows agentic coding can be vastly more expensive than…
The clearest near-term changes are operational. Coding-agent products need explicit token controls during execution, repo-scale generation needs dependency-ordered workflows once projects get larger, and maintenance…
The clearest signal for this day is that coding-agent work is tightening around executable proof. AgentForge, AnyPoC, and AnalysisBench all treat model output as a draft that must survive a concrete check: sandbox…
Executable checks are moving into the handoff artifact for coding and analysis workflows. The clearest near-term builds are a CI receipt for agent-written patches, a PoC validator for security report triage, and a…