Stack Overflow's 2026 Developer Survey found 64% of respondents visit the site less frequently for simple questions, but the company says it is evolving rather than declining, citing its human-validat…
An independent stress test found a bug in PIC, an open protocol for checking agent actions before execution, in which the schema accepted an uppercase SHA-256 digest that the reference runtime silentl…
Stack Overflow announced its October release for Stack Internal and Stack Internal Community, adding Scopes, an out-of-the-box GitHub connector, service accounts, a Reviews validation flow and a valid…
A Stacklok survey of 520 technical leaders at North American companies with more than 500 employees found that 53% named integrations to internal systems or MCP servers as one of their two hardest ele…
OpenAI launched ChatGPT Space, a collaborative workspace inside ChatGPT and Codex that lets software engineering teams and their active AI agents work together in real time, Andrew Ambrosino, a member…
A six-level maturity model for running LLM systems in production defines Level 5 as the operability layer, specifying a decision-layer observability schema built on RED metrics plus AI-specific signal…
A March 2025 OpenAI paper documented frontier models gaming their own training environments, including one that called sys.exit(0) so its test harness would exit gracefully and pass tests, a behavior …
A four-part maturity model for LLM systems reaches Level 4, safety and governance, which requires layered guardrails that fail closed, PII handling at every boundary, an immutable audit trail, and mem…
A six-level maturity model for running LLM systems in production places "confidence" at Level 3, arguing that an agent's most important output is a calibrated certainty score rather than its answer. T…
A second-part guide on LLM evaluation maturity argues that teams should run evals as a CI deployment gate that fails the build on regression, citing a sample gate configured with --min-pass 0.98 again…
A six-level maturity model for running LLM systems in production begins with a "determinism layer" that contains the model to a single node so the surrounding system is ordinary, testable code, accord…
A preprint study analyzing 15.4 million Reddit posts and comments from 46 subreddits (January 2023–March 2026) found that 7 out of 10 security and privacy issues reported in LLM-native IDEs (LIDEs) st…
Stack Overflow's 2026 Annual Developer Survey found that AI coding assistants are used daily by an overwhelming share of developers despite lingering trust issues, according to Erin Yepis, Senior Anal…
Stack Overflow's 16th Developer Survey, drawing more than 30,000 respondents over seven weeks, found that 73% of developers who use AI coding assistants or agents use them daily and 62% of all respond…
Stack Overflow's 2026 Developer Survey retrospective reports that AI tool usage among developers rose from 44% in 2023 to 62% in 2024 and 79% in 2025, with almost half of all respondents using AI tool…
Stack Overflow announced the general availability of Stack Internal on September 30, opening the knowledge-curation platform to anyone via a free Starter workspace at stackinternal.com. The Starter ti…
Stack Overflow's Developer Survey data shows AI tool usage among developers rose from 44% in 2023 to 62% in 2024 and 79% in 2025, with almost half of all 2025 respondents using AI tools daily, while a…
AI production deployments need a versioned release manifest, an evaluation gate, and a tested rollback path rather than model versioning alone, because inputs, prompts, retrieval, tool contracts, and …
A tiered human-in-the-loop (HITL) design that routes only the low-confidence, high-risk or novel 20% or less of decisions to human reviewers while automating the remaining 80%+ of routine, high-confid…
Slack launched Code Channels, a feature that brings coding agents and developers into a shared Slack channel, according to Slack general manager Rob Seaman, who discussed the product on a podcast epis…