{"schema_version":"newruntime-agent-readable-v0.2","type":"raw_signal","stable_id":"signal:github-spec-driven-development-with-ai-get-started-verification-bandwidth","id":"tg-1169","slug":"github-spec-driven-development-with-ai-get-started-verification-bandwidth","title":"GitHub / Spec Driven Development With Ai Get Started: Verification Bandwidth","description":"The archive captures GitHub / Spec Driven Development With Ai Get Started as a dated public record from GitHub / Spec Driven Development With Ai Get Started. It documents evaluation, review, and observability becoming the bottleneck after generation accelerates and is retained as pressure-testing evidence for the verification bandwidth trend.","retrieval_nugget":"The archive captures GitHub / Spec Driven Development With Ai Get Started as a dated public record from GitHub / Spec Driven Development With Ai Get Started. It documents evaluation, review, and observability becoming the bottleneck after generation accelerates and is retained as pressure-testing evidence for the verification bandwidth trend.","observed_at":"2026-01-21","record_date":"2026-01-21","date_kind":"observed_at","why_it_matters":"This dated record tests the limits of the verification bandwidth thesis by documenting evaluation, review, and observability becoming the bottleneck after generation accelerates. It keeps the trend review tied to public evidence instead of treating the item as an isolated release note.","novelty":"notable","verification_level":"source-linked","signal_type":"research","evidence_kind":"mixed","status":"published","source_platform":"telegram","source_record_id":"TG-1169","source_url":"https://t.me/qwgai/1169","telegram_message_id":1169,"telegram_url":"https://t.me/qwgai/1169","topics":["evals","verification","observability","agent-harness","agent-skills","coding-agents","agent-protocols"],"entities":[],"related_patterns":["verification-bandwidth-is-the-scarce-resource","skills-become-portable-capability-layer","agent-protocols-become-interoperability-layer"],"source_urls":["https://github.blog/ai-and-ml/generative-ai/spec-driven-development-with-ai-get-started-with-a-new-open-source-toolkit","https://simonwillison.net/2025/Oct/7/vibe-engineering","https://addyosmani.com/blog/good-spec","https://docs.digitalocean.com/products/gradient-ai-platform/concepts/context-management"],"import_batch":"telegram-2026-07-24-trend-prism-v1","routes":{"html":"https://newruntime.com/signals/github-spec-driven-development-with-ai-get-started-verification-bandwidth/","markdown":"https://newruntime.com/signals/github-spec-driven-development-with-ai-get-started-verification-bandwidth.md","json":"https://newruntime.com/signals/github-spec-driven-development-with-ai-get-started-verification-bandwidth.json"},"source_format":"telegram-export-normalized-json","next_reads":[{"type":"pattern","path":"/patterns/verification-bandwidth-is-the-scarce-resource/","reason":"Pattern connected to this observed signal.","url":"https://newruntime.com/patterns/verification-bandwidth-is-the-scarce-resource/","title":"Verification bandwidth is the scarce engineering resource","media_type":"text/html"},{"type":"pattern","path":"/patterns/skills-become-portable-capability-layer/","reason":"Pattern connected to this observed signal.","url":"https://newruntime.com/patterns/skills-become-portable-capability-layer/","title":"Skills become a portable capability layer","media_type":"text/html"},{"type":"pattern","path":"/patterns/agent-protocols-become-interoperability-layer/","reason":"Pattern connected to this observed signal.","url":"https://newruntime.com/patterns/agent-protocols-become-interoperability-layer/","title":"Agent protocols become the interoperability layer","media_type":"text/html"},{"type":"topic","path":"/topics/agent-harness/","reason":"Explore the agent harness topic hub.","url":"https://newruntime.com/topics/agent-harness/","title":"Agent Harness - New Runtime","media_type":"text/html"},{"type":"topic","path":"/topics/agent-protocols/","reason":"Explore the agent protocols topic hub.","url":"https://newruntime.com/topics/agent-protocols/","title":"Agent Protocols - New Runtime","media_type":"text/html"}]}