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Five or fewer confirmed AI changes, with original sources, on mornings when something changed.A free source-linked morning brief.

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Weekly LLM benchmark digest

Daybreak Red does not replace Blue

OpenAI split Daybreak into two access tiers on August 10. Blue exposes GPT-5.6 Sol with safeguards tuned for defensive work. Red provides access to the separate GPT-5.6 Cyber model for advanced, authorized research. GPT-5.6 Cyber completed 95% of OpenAI’s internal advanced-cyber requests, against 2% for Sol with Blue access. That measures completion and refusal behavior, not general cyber capability. Red led on ExploitGym and OpenAI’s internal zero-day evaluation. Blue performed best in the standard 300-turn ExploitBench setting and wrote stronger vulnerability reports.

Blue is the default; Red is the exception

Daybreak BlueGPT-5.6 Sol is the starting point for vulnerability discovery, secure code review, malware analysis, incident response, and patch validation. It loses when authorized work needs exploit development or fewer refusals on high-risk dual-use tasks.Daybreak RedGPT-5.6 Cyber is for authorized vulnerability research, exploit validation, penetration testing, and red teaming. It uses more tokens, does not win every cyber task, and requires verification, monitoring, scoped controls, and review.

The limit

OpenAI had not published separate token pricing or a context-window specification for GPT-5.6 Cyber when this issue was sent. We kept its benchmark rows display-only because the public results mixed internal harnesses, budgets, and task definitions.

Codex Cloud makes the scan persistent

Model the attack surface

Codex Security builds an editable threat model so entry points, trust boundaries, sensitive data, and high-impact paths stay visible.

Reproduce before escalating

An isolated validator tests candidate vulnerabilities and records execution details and proof-of-concept artifacts.

Hand the patch to a person

Codex proposes a focused change for review; it does not modify the repository automatically.

Analysis worth opening

We measure the session. They sell the week.Why persistent agent systems need a fixture that counts interventions, silent wrong writes, and credential scope across a week.How to monitor OpenAI API changesThe smallest monitoring stack for announcements, deprecations, pricing, incidents, callable IDs, and detailed changelog entries.

New on BenchLM

Pay for the monitoring, not another tabRadar Watch monitors one provider for $4.99/month. Radar Pro covers all 20 providers, five signed webhooks, 100,000 API requests per month, and ten focused views for $9.99/month. Both plans start with a seven-day trial.

Archive copy reflects the rankings, prices, and availability stated when this issue was sent. Current pages may show newer evidence.

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