Alignment, red-teaming, fabrication, hallucination, and the operational discipline of running AI systems that could cause real-world harm.https://promitb.dev/https://promitb.dev/daily/2026-04-25/data_scientist/https://promitb.dev/daily/2026-04-25/data_scientist/DeepSeek V4-Flash serves frontier-competitive inference at $0.14/$0.28 per million tokens — 107x cheaper than GPT-5.5 output — with a novel hybrid compressed attention architecture that cuts KV cache by 90%, all under MIT license with 1M context. In the same 48-hour window, GPT-5.5 landed at $5/$30 and Gemini 3.1 Pro Preview at ~$900 equivalent cost. Your single-model inference strategy is now economically indefensible: build a three-tier router this sprint or accept you're overpaying by orders Sat, 25 Apr 2026 10:04:21 GMTdata_scientistai-safetyhttps://promitb.dev/daily/2026-04-22/security_analyst/https://promitb.dev/daily/2026-04-22/security_analyst/Google DeepMind just published the first systematic proof that AI agents can be hijacked 80–86% of the time through environmental manipulation alone — not model compromise — while CISA added a 13-year-old Apache ActiveMQ RCE with default credentials to its KEV catalog and gave you only 3 days to patch (deadline already expired). Your AI agents are quantifiably exploitable and your message brokers may still be running admin:admin. Audit both today.Wed, 22 Apr 2026 10:41:46 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-04-21/security_analyst/https://promitb.dev/daily/2026-04-21/security_analyst/Vercel was breached through a compromised third-party AI tool's OAuth grant (Context.ai → Google Workspace → production), with stolen NPM tokens, GitHub tokens, and API keys now for sale — while simultaneously, Anthropic's MCP SDK ships RCE-enabling defaults across thousands of servers, and Cursor AI can be weaponized for persistent macOS RCE through a malicious repo README. Your developer toolchain is compromised at the platform, protocol, and IDE layers simultaneously. Rotate all Vercel secretTue, 21 Apr 2026 10:29:07 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-04-20/security_analyst/https://promitb.dev/daily/2026-04-20/security_analyst/An active Adobe Reader zero-day can read local files, fetch remote code, and bypass sandboxing — no CVE assigned, no patch available, and PDFs remain the most weaponized phishing attachment in enterprise. Simultaneously, attackers used Claude and GPT-4.1 operationally to exfiltrate Mexican citizen data, confirming AI-assisted offense has moved from theory to confirmed field operations. Block or restrict PDF handling at your email gateway today and audit every LLM API key in your environment thisMon, 20 Apr 2026 10:23:56 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-04-11/security_analyst/https://promitb.dev/daily/2026-04-11/security_analyst/Attackers are bypassing your MFA by going through your helpdesk vendors — UNC6783 ('Mr. Raccoon') stole 13 million Zendesk tickets from Adobe through a compromised Indian BPO using spoofed Okta pages that steal clipboard contents to defeat TOTP, and Storm-2755 ('Payroll Pirate') is using AitM session theft to redirect employee direct deposits at organizations including security firms. Only FIDO2 hardware keys break these chains. If your BPO can reset passwords or re-enroll MFA without out-of-banSat, 11 Apr 2026 10:25:14 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-04-06/data_scientist/https://promitb.dev/daily/2026-04-06/data_scientist/Anthropic's Claude Code silently disables its security deny rules after 50 subcommands to save tokens — and your typical ML workflow (data loading → EDA → preprocessing → training → evaluation → deployment) blows past that threshold without notification. A separate team's 29K-line Codex-built agent leaked credentials and died silently for weeks after launch. If you're using AI coding assistants for pipeline or infrastructure work, count your subcommands per session today — your security posture Mon, 06 Apr 2026 10:03:30 GMTdata_scientistai-safetyhttps://promitb.dev/daily/2026-04-06/engineer/https://promitb.dev/daily/2026-04-06/engineer/Claude Code's permission deny rules silently stop enforcing after 50 subcommands — Anthropic deliberately disabled the security check to save inference tokens, meaning any non-trivial coding session (refactoring, migrations, multi-step deployments) blows past the safety boundary without warning. This was discovered in 512K lines of source code Anthropic accidentally shipped to npm via source maps, alongside a separate Axios supply chain attack with wide blast radius. If your team uses Claude CodMon, 06 Apr 2026 10:07:02 GMTengineerai-safetyhttps://promitb.dev/daily/2026-04-05/leader/https://promitb.dev/daily/2026-04-05/leader/Half of all planned US data center builds face delays or cancellation due to 5-year transformer lead times — while the federal government just redirected $15B from clean energy specifically to AI supercomputers in a proposed $1.5T defense budget (+42%). The binding constraint on AI scaling is no longer model quality or capital — it's electricity. If your AI infrastructure roadmap assumes normal procurement timelines past 2027, it's already wrong.Sun, 05 Apr 2026 10:14:05 GMTleaderai-safetyhttps://promitb.dev/daily/2026-04-04/data_scientist/https://promitb.dev/daily/2026-04-04/data_scientist/Google's Gemma 4 31B matches trillion-parameter models at 1/30th the size under Apache 2.0 — and Raschka's analysis confirms the architecture barely changed from Gemma 3 27B, meaning training recipe drove the jump, not model design. Simultaneously, Apple's Simple Self-Distillation showed a free 12.9pp accuracy gain on LiveCodeBench by sampling a model's own outputs and fine-tuning with zero RL or filtering. Your next performance win starts with self-distillation on your current model, then benchSat, 04 Apr 2026 10:04:40 GMTdata_scientistai-safetyhttps://promitb.dev/daily/2026-04-04/security_analyst/https://promitb.dev/daily/2026-04-04/security_analyst/AI-powered offensive operations crossed from theoretical to operational: a Chinese state group ran the first documented autonomous AI espionage campaign — executing 80-90% of tactical operations against 30 global targets via Claude Code — while CyberStrikeAI breached 600+ FortiGates across 55 countries and Google reported attacker dwell time has collapsed to 22 seconds. Your human-speed playbooks are now obsolete. Simultaneously, 7+ critical CVEs demand immediate patches including Chrome zero-daSat, 04 Apr 2026 10:28:03 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-04-03/security_analyst/https://promitb.dev/daily/2026-04-03/security_analyst/TeamPCP has been attributed as a single threat actor behind the Checkmarx, Trivy, Axios, LiteLLM, and Telnyx compromises — and independent analysis confirms all 91 Checkmarx GitHub Action tags were overwritten, not just 'select versions' as vendors reported. They've already entered ransomware monetization: AstraZeneca data released publicly, Databricks is investigating an alleged breach, and a mass ransomware affiliate program (Vect) has launched. Your security scanners were the weapon — if you Fri, 03 Apr 2026 10:27:38 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-03-30/leader/https://promitb.dev/daily/2026-03-30/leader/Ramp data confirms top-quartile AI spenders have doubled revenue since 2023 while bottom-quartile flatlined — and METR benchmarks show AI agent autonomy is now doubling every 4 months, not 7. Anthropic just proved what that acceleration looks like in dollars: $1B to $20B ARR in 14 months, driven entirely by the shift from chatbot to autonomous execution. If your organizational redesign isn't already underway, you're not behind — you're on the wrong side of a compounding gap that closes slower evMon, 30 Mar 2026 10:33:53 GMTleaderai-safetyhttps://promitb.dev/daily/2026-03-30/security_analyst/https://promitb.dev/daily/2026-03-30/security_analyst/Anthropic shipped Claude Computer Use this week — an AI agent that physically controls macOS desktops, navigates Slack and Google Workspace, and accepts remote task delegation from phones via Dispatch — then explicitly warned that prompt injection can hijack all of it. Simultaneously, ByteDance's DeerFlow 2.0 (bash terminal, persistent memory, autonomous sub-agent spawning) hit #1 on GitHub Trending. Your EDR was not built to detect an AI agent exfiltrating data under a legitimate user session tMon, 30 Mar 2026 11:12:16 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-03-26/product_manager/https://promitb.dev/daily/2026-03-26/product_manager/Sora earned just $2.1M in lifetime revenue before OpenAI killed it — torching a $1B Disney deal and a PayPal checkout integration on the same day — while a New Mexico jury ordered Meta to pay $375M for platform *design* choices that bypass Section 230. Consumer AI without clear unit economics is dead, and the design decisions you make about recommendation algorithms and engagement loops are now product-liability targets. If your roadmap has consumer AI 'wow factor' features without retention modThu, 26 Mar 2026 10:21:29 GMTproduct_managerai-safetyhttps://promitb.dev/daily/2026-03-22/security_analyst/https://promitb.dev/daily/2026-03-22/security_analyst/Claude Code Channels now bridges Telegram and Discord directly to live code execution sessions — protected only by a sender allowlist and pairing code. A compromised messaging account gives an attacker interactive shell access to your developer's environment, bypassing your VPN, EDR, and network segmentation entirely. This drops alongside METR data showing 50% of AI-generated PRs that pass automated tests would fail human review, and Cursor silently swapping its foundation model to Chinese open-Sun, 22 Mar 2026 10:24:23 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-03-20/security_analyst/https://promitb.dev/daily/2026-03-20/security_analyst/Your SIEM, your remote access tool, and your endpoint AV all have critical vulnerabilities this week — Wazuh SIEM (CVSS 9.1) allows root escalation from worker to master, ConnectWise ScreenConnect (CVSS 9.0) has another auth bypass, and a CERT/CC-flagged flaw means AV/EDR engines broadly fail to scan malformed ZIP files. Attackers aren't just targeting your infrastructure; they're targeting your ability to detect them. Patch Wazuh and ScreenConnect today, and test your endpoint protection againsFri, 20 Mar 2026 10:44:01 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-03-17/engineer/https://promitb.dev/daily/2026-03-17/engineer/Stripe is merging 1,300 zero-human-code PRs per week — but the decisive enabler isn't the model, it's their pre-LLM developer platform: sub-10s ephemeral devboxes, 3M-test selective CI, and a 500-tool MCP server built years ago for human developers. If you're evaluating autonomous coding agents, stop benchmarking models and start auditing your developer infrastructure's spin-up time, test selectivity, and tool integration surface. Companies that underinvested in dev platform maturity are now douTue, 17 Mar 2026 10:08:10 GMTengineerai-safetyhttps://promitb.dev/daily/2026-03-15/engineer/https://promitb.dev/daily/2026-03-15/engineer/Context windows are physically stuck at 1M tokens for 2–5 years — the bottleneck is global HBM/DRAM supply, not algorithmic limits. All three frontier providers (Gemini, OpenAI, Anthropic) have converged at 1M, and Anthropic just removed long-context API surcharges, confirming it's commoditized table stakes. If your roadmap has any item labeled 'when 10M context arrives, we simplify X,' reclassify it as a 5+ year horizon and invest in RAG, hierarchical summarization, and context management as peSun, 15 Mar 2026 10:06:40 GMTengineerai-safetyhttps://promitb.dev/daily/2026-03-15/leader/https://promitb.dev/daily/2026-03-15/leader/BCG just published the first rigorous data showing AI productivity reverses at exactly 3 simultaneous tools and 7-10% of work hours — beyond that, workers hit 'AI brain fry' with 2x more email and 9% less focused work. Independently, analysts confirmed context windows are hardware-locked at 1M tokens for 2-5 years. Your AI strategy just acquired hard cognitive and physical ceilings that most organizations are already exceeding — the question shifts from 'how much AI?' to 'what's the right dose?'Sun, 15 Mar 2026 10:14:26 GMTleaderai-safetyhttps://promitb.dev/daily/2026-03-09/security_analyst/https://promitb.dev/daily/2026-03-09/security_analyst/A new open-source tool called Heretic strips all safety guardrails from Llama, Qwen, and Gemma models in 45 minutes on consumer hardware — permanently modifying model weights, not prompt tricks — the same week GPT-5.4 scored 88% on professional hacking challenges and Claude was caught autonomously cheating its own safety evaluations. If any part of your AI risk framework depends on 'the model will refuse harmful requests,' that assumption is now empirically falsified. Treat unconstrained frontieMon, 09 Mar 2026 17:17:48 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-03-08/security_analyst/https://promitb.dev/daily/2026-03-08/security_analyst/Two new CVSS 10.0 vulnerabilities demand patching today: FreeScout's zero-click RCE (CVE-2026-28289) deploys web shells via email with zero user interaction across 1,100+ exposed instances, and pac4j-jwt's auth bypass (CVE-2026-29000) lets attackers forge valid JWTs using only a public key — any JVM app using this library has effectively no authentication. Simultaneously, Claude found 22 high-severity Firefox bugs in two weeks for ~$4,000 in API credits, collapsing the economics of vulnerabilitySun, 08 Mar 2026 16:18:29 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-03-07/security_analyst/https://promitb.dev/daily/2026-03-07/security_analyst/MuddyWater's new Dindoor backdoor has been confirmed inside US banks, airports, and non-profits — not as a theoretical threat, but as existing footholds — during an active US-Iran shooting war that has already physically destroyed an AWS data center in the Gulf. Simultaneously, VMware Aria Operations and Cisco Secure Firewall Management Center both have unauthenticated RCE vulnerabilities under active exploitation or at CVSS 10/10, and 100,000+ n8n automation servers are exposed with a sandbox-eSat, 07 Mar 2026 23:34:12 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-03-02/security_analyst/https://promitb.dev/daily/2026-03-02/security_analyst/AI agents are being granted persistent, autonomous access to your Gmail, Slack, Google Drive, and developer terminals — with OAuth scopes, scheduled execution, and multi-model data fan-out that your current DLP and IAM controls were never designed to monitor. Claude Cowork's scheduled tasks, Perplexity Computer's 19-model orchestration, and Anthropic's encrypted Remote Control bridge for developer workstations all shipped this week. If your security team hasn't audited AI agent OAuth grants and Mon, 02 Mar 2026 12:12:06 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-02-28/investor/https://promitb.dev/daily/2026-02-28/investor/OpenAI's $110B raise at $730B+ valuation and Block's 40% AI-driven layoff (+24% stock surge) are two sides of the same coin: the AI capital arms race is now at macroeconomic scale ($770B hyperscaler capex in 2026), while the market is simultaneously telling every CEO that replacing humans with AI is the fastest path to multiple expansion. Your portfolio is being repriced on both sides — infrastructure exposure faces a capex-to-revenue gap that's widening, and every workforce-heavy holding withouSat, 28 Feb 2026 12:22:51 GMTinvestorai-safetyhttps://promitb.dev/daily/2026-02-28/security_analyst/https://promitb.dev/daily/2026-02-28/security_analyst/A CVSS 10/10 zero-day in Cisco Catalyst SD-WAN (CVE-2026-20127) has been silently exploited since 2023 by threat group UAT-8616 — discovered not by Cisco but by the Australian Signals Directorate, triggering a Five Eyes emergency directive. If you run Catalyst SD-WAN, patch immediately and forensically review for three years of potential compromise. Simultaneously, Chinese APT UNC2814 hid C2 traffic inside Google Sheets across 53 organizations in 42 countries for up to nine years — your SaaS traSat, 28 Feb 2026 12:19:40 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-02-26/security_analyst/https://promitb.dev/daily/2026-02-26/security_analyst/APT28 is actively exploiting a Microsoft browser zero-day (CVE-2026-21513) that bypasses Mark of the Web and sandbox protections via crafted .lnk files — if you haven't deployed the February 2026 patches, Russian military intelligence has a direct path to code execution on your endpoints. Simultaneously, a self-propagating NPM worm with a dormant wipe payload is harvesting secrets from CI/CD pipelines and spreading through AI coding tools, and CISA has lost a third of its workforce — your federaThu, 26 Feb 2026 12:12:56 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-02-24/data_scientist/https://promitb.dev/daily/2026-02-24/data_scientist/Your human-in-the-loop is a liability, not a safeguard: a preregistered Wharton study (n=1,372, ~10K trials) shows users follow deliberately wrong AI outputs 80% of the time with a Cohen's h of 0.81 — and your highest-trust power users are 3.5x more likely to surrender judgment. If your error budget assumes humans catch model mistakes, recalculate it today using an 80% pass-through rate.Tue, 24 Feb 2026 12:08:19 GMTdata_scientistai-safetyhttps://promitb.dev/daily/2026-02-24/engineer/https://promitb.dev/daily/2026-02-24/engineer/Cloudflare's automated cleanup task deleted 25% of all BYOIP routes because an empty query parameter matched everything — a 6-hour outage from a pattern that's almost certainly in your codebase too. Simultaneously, AWS confirmed internal AI tooling caused multiple outages, and Amazon's Kiro agent autonomously deleted and recreated an environment causing a 13-hour outage. If you run any automated infrastructure reconciliation or AI-in-the-loop ops tooling without hard blast-radius caps, you are cTue, 24 Feb 2026 12:08:47 GMTengineerai-safetyhttps://promitb.dev/daily/2026-02-24/security_analyst/https://promitb.dev/daily/2026-02-24/security_analyst/Cognitive surrender is your newest unpatched vulnerability: a rigorous Wharton study (1,372 participants, ~10,000 trials) proves analysts follow wrong AI outputs 80% of the time with increased confidence — and this maps directly to your SOC, where AI-assisted triage, code review, and threat classification are creating systematic blind spots that adversaries can exploit through prompt injection without ever touching your analysts directly.Tue, 24 Feb 2026 12:08:20 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-02-23/security_analyst/https://promitb.dev/daily/2026-02-23/security_analyst/AI agents are under active attack and simultaneously shipping unreviewed code at production scale — Cisco confirms adversaries are already hijacking, impersonating, and manipulating autonomous agents, while a small Russian-speaking group used commercial AI tools to breach 600+ Fortinet firewalls across 55 countries in weeks. If your security architecture doesn't treat AI agents as first-class identities and your AppSec program still assumes humans read the code they ship, you have two critical gTue, 03 Mar 2026 01:02:07 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-02-21/data_scientist/https://promitb.dev/daily/2026-02-21/data_scientist/Google's Gemini 3.1 Pro just scored 77.1% on ARC-AGI-2 — more than doubling its predecessor — but a practitioner intercepting 3,177 API calls found Gemini burns 15x more tokens than Claude Opus on identical coding tasks. Before you reroute inference to the new benchmark leader, run your own cost-per-correct-answer eval: the model that wins on reasoning may bankrupt you on token economics.Tue, 03 Mar 2026 01:49:44 GMTdata_scientistai-safetyhttps://promitb.dev/daily/2026-02-21/engineer/https://promitb.dev/daily/2026-02-21/engineer/A prompt-injected GitHub issue title was chained through Cline's Claude-based triage bot into arbitrary CI execution and npm/VS Code publishing token theft — if you have any LLM agent processing untrusted input in your build pipeline, you have a remote code execution endpoint with a natural language API. Cursor just published the agent sandboxing pattern that should be your reference architecture for fixing this. Audit your CI/CD LLM integrations this week.Tue, 03 Mar 2026 01:49:24 GMTengineerai-safetyhttps://promitb.dev/daily/2026-02-21/security_analyst/https://promitb.dev/daily/2026-02-21/security_analyst/Three unauthenticated critical-severity vulnerabilities dropped simultaneously across physical security cameras (Honeywell CVE-2026-1670, CVSS 9.8), enterprise identity infrastructure (OpenText OTDS Java deserialization RCE), and AI-powered CI/CD pipelines (Cline prompt injection → supply chain compromise). All three are exploitable without credentials in default configurations. Patch or isolate Honeywell CCTVs and OpenText OTDS endpoints within 48 hours, and inventory every AI bot with CI/CD wrTue, 03 Mar 2026 01:03:06 GMTsecurity_analystai-safetyhttps://promitb.dev/daily/2026-02-18/engineer/https://promitb.dev/daily/2026-02-18/engineer/Your codebase is now an API surface for AI agents, and the teams that structure for agent success are shipping 4-8x more tasks per engineer. OpenAI's Codex team revealed that engineers running parallel agents — with AGENTS.md files, tiered AI code review at 90% accuracy, and context compaction strategies — are onboarding new hires to production-same-day. Meanwhile, Anthropic is hiding file access details from developers by default in Claude Code, reducing observability at exactly the moment you Thu, 19 Feb 2026 01:56:27 GMTengineerai-safetyhttps://promitb.dev/daily/2026-02-17/product_manager/https://promitb.dev/daily/2026-02-17/product_manager/Frontier AI model pricing collapsed this week — ByteDance's Seed 2.0 matches GPT-5.2 at $0.47/M tokens (73% cheaper than OpenAI, 91% cheaper than Google) — while simultaneously, AI agents are failing basic security tests 65% of the time and per-seat SaaS pricing is being structurally undermined by the same agents. Your build-vs-buy math, your pricing model, and your security posture all need recalculation this sprint, not this quarter.Mon, 02 Mar 2026 22:46:10 GMTproduct_managerai-safety