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Faris Asmar · Sage AI
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This Week's Posts
Cynora Services Matrix — Content Reference
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Reading Insights
📚 Daily Reading Insights
June 24, 2026 — 3 books from your library
One Nation Under Blackmail - Vol. 1: The Sordid Union Between Intelligence and Crime that Gave Rise to Jeffrey Epstein, VOL.1
by Whitney Alyse
Webb's central argument is that Epstein wasn't an anomaly, he was a product of a deliberate infrastructure built over decades at the intersection of organized crime, intelligence agencies and financial networks. The blackmail operation he ran had predecessors, specifically Roy Cohn's network and before that the mob-connected political fixer culture of mid-century America, which means the system preceded the man by generations. What Webb traces is how covert leverage over powerful people became a tool of statecraft, where intelligence agencies found it more useful to compromise elites than to prosecute them. The money laundering, the trafficking, the offshore finance, all of it served a function inside a larger architecture of control. Most people treat Epstein as a story about one predator, Webb treats him as a node in a network, and that reframe changes everything about what questions are worth asking.
Choose to Lead
by Haroon Hasan
Hasan's core claim is that leadership is a choice made repeatedly under conditions of discomfort, not a trait distributed at birth or a status conferred by title. The book is structured around the idea that most people default to followership when the social cost of leading feels too high, and that the difference between people who grow in authority and those who stagnate is their tolerance for that cost. What's specific here is the emphasis on small, unglamorous moments of decision, where someone either steps into accountability or waits for someone else to carry it. Hasan treats leadership capacity as something built through deliberate repetition of that choice, not through inspiration or frameworks. The implication is that people who claim they're waiting for the right opportunity are already making a choice, just not the one they'd admit to.
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
by Chip Huyen
Huyen's sharpest contribution is the insistence that most ML failures in production are engineering and organizational failures, not modeling failures. The gap between a model that works in a notebook and a system that works in the world comes down to data pipelines, feature stores, monitoring infrastructure and feedback loops, none of which get built by researchers who benchmark on static datasets. She's specific about data distribution shift, the phenomenon where the statistical properties of real-world inputs drift over time while the model stays fixed, which degrades performance in ways that are invisible without active monitoring. The iterative framing in the title matters because it pushes against the instinct to treat ML deployment as a one-time event rather than an ongoing engineering discipline. What she's describing is a fundamentally different mindset from academic ML, one where the system's relationship with live data is the central design problem.
Sage Intelligence Brief
🧠 Intelligence Brief
10 Research Domains
IT InfrastructureCybersecurity & ComplianceCloud PlatformsNetDevOps & AutomationAI in InfrastructureHardware, GPU & NetworkingNetwork MonitoringManaged Service ProvidersIT Vendor Ecosystem & M&AEdge Computing & IoTSAGE INTELLIGENCE BRIEF
Wednesday, June 24, 2026
===========================================
LEAD STORY
FortiBleed has crossed from incident to campaign. A Russian-speaking initial access broker has compromised 430,000+ FortiGate firewalls since February 2026, harvested over 110 million credentials across 24 protocols using a Golang sniffer that abuses native FortiOS diagnostic commands, and has explicitly prioritized MSPs and SMBs under 200 employees to maximize downstream customer reach. If you have any FortiGate that's been internet-exposed since February, treat it as compromised until proven otherwise, rotate every VPN and AD credential tied to it and audit for repeated credential pairs across disparate IPs right now.
---
CONNECTING THE THREADS
FortiBleed's scale keeps expanding. Two nights ago I flagged the 86,644 confirmed compromise benchmark as a signal that per-client remediation tracking was structurally insufficient at that velocity. Tonight's deep read puts the number at 430,000+ devices and 110 million credentials, with MSPs explicitly in the crosshairs as multiplier targets. The threat model has shifted. This is a systematized pipeline with timed execution windows and 1,000 parallel validation threads. The accumulated read on FortiBleed was already pointing here. Any FortiGate exposure since February is a presumed breach, not a risk to assess.
The AI agent supply chain attack on fake skills connects directly to the broader pattern I've been tracking around AI service routing and governance gaps. The Claude-in-Slack Anthropic sub-processor story flagged earlier this week established that AI integrations traverse organizational boundaries in ways current tooling doesn't surface. Tonight's fake skill story shows the same gap from the supply chain angle. Scanners inspect the submitted package once, the live external URL gets rewritten after install, and nobody sees it. The instrumentation gap and the trust gap are the same problem from two different angles.
The Squidbleed CVE sitting undetected for 29 years in a default-config Squid deployment is the third data point this week on legacy code carrying critical heap vulnerabilities into modern infrastructure. The SIEM-class CVE acceleration pattern I noted Tuesday, the FortiOS diagnostic command abuse and now a 1997 FTP parser bug all confirm the same thing: the attack surface embedded in production infrastructure is older and wider than most teams' patch coverage models assume. Threat actors know this. Defenders are catching up after exploitation has already started.
---
IT INFRASTRUCTURE ARCHITECTURE
OpenAI Codex is destroying SSDs through careless logging
Codex is hammering SSDs with unnecessary write operations because of a poorly implemented logging layer that doesn't account for storage cost or wear. For any organization running Codex in a local or on-prem context, this is a direct hardware lifecycle impact, not just a software inefficiency. Audit write amplification on any storage tier where Codex is active.
Source: https://www.theregister.com/ai-and-ml/2026/06/23/openai-codex-bombards-ssds-with-needless-write-operations-costing-millions/
AKS gets bare metal, fleet management and AI infrastructure at Microsoft Build
Microsoft expanded Azure Kubernetes Service with bare metal node pools, multi-cluster fleet management and AI-specific infrastructure primitives. The fleet management piece matters most operationally. Organizations running distributed AKS clusters have been stitching together their own management planes. This starts to address that gap at the platform layer.
Source: https://www.infoq.com/news/2026/06/microsoft-build-aks-ai/
Oracle drops 21,000 jobs while pouring billions into data centers
Oracle's headcount fell from 162,000 to 141,000 in a single fiscal year. The workforce is being traded for data center capacity. For enterprise Oracle customers, that means support quality and professional services depth deserve scrutiny on any active engagement or renewal.
Source: https://www.theregister.com/databases/2026/06/23/21000-oracle-jobs-vanish-amid-big-reds-big-bets-on-ai/
---
CYBERSECURITY & COMPLIANCE
Fake AI agent skill passed every scanner and installed on 26,000 agents
Security firm AIR merged a malicious skill into a high-trust GitHub marketplace repo, promoted it via Instagram ads and watched it install on roughly 26,000 agents, including corporate accounts. Every scanner it hit, including Cisco's and NVIDIA's, passed it because they scan the submitted package, not the live external URL the skill fetches at runtime. The attacker swapped the URL's content after broad installation. Treat AI agent skills as software supply chain artifacts. Vet external URLs, pin versions and audit what's already installed before adding anything new.
Source: https://thehackernews.com/2026/06/fake-ai-agent-skill-passed-security.html
North Korean Sapphire Sleet hit Mastra AI via npm supply chain
Microsoft attributed a Mastra AI supply chain attack compromising 140+ npm packages to Sapphire Sleet, also known as BlueNoroff. AI development pipelines are now active DPRK targeting territory. If your team is building on AI frameworks with npm dependencies, that dependency tree needs the same scrutiny as any other third-party code.
Source: https://www.bleepingcomputer.com
Squidbleed: 29-year-old Squid heap overread leaks credentials and session tokens
CVE-2026-47729 lives in Squid's FTP directory listing parser, introduced in a 1997 commit. If an attacker-controlled FTP server sends a malformed response, the parser walks off the heap buffer and xstrdup copies live heap memory back to the attacker. That memory contains HTTP requests, passwords, API keys and session tokens. The fix is in Squid v7.6. Upgrade immediately and disable FTP proxy support unless you have a verified operational need for it.
Source: https://www.theregister.com/security/2026/06/23/mythos-discovers-squidbleed-a-memory-leak-thats-gone-undetected-since-clinton-era/5260367
---
CLOUD PLATFORMS & STRATEGY
AWS Blocks launches as an open-source TypeScript framework for AI agent backends
AWS released Blocks in public preview, an open-source TypeScript framework where each Block bundles application code, logic and infrastructure together for AI agent backend construction. This is AWS staking a position in the agentic application framework space. Worth tracking as a potential alternative to custom agent scaffolding for teams already in the AWS ecosystem.
Source: https://www.infoq.com/news/2026/06/aws-blocks-framework-preview/
No additional notable cloud platform developments tonight beyond what's covered in AI and cybersecurity sections.
---
NETDEVOPS & NETWORK AUTOMATION
UK O2 sets 2G switch-off for summer 2029
O2 joined the UK 2G wind-down, with the network going dark in summer 2029. The operational catch: smart meters and telecare alarms are still running on 2G in significant numbers. For any organization with IoT or remote monitoring assets in the UK that haven't been audited for 2G dependency, that audit needs to start now with a 2029 hard deadline.
Source: https://www.theregister.com/networks/2026/06/23/o2-joins-uk-2g-switch-off-with-summer-2029-start-date/5260297
No other notable NetDevOps developments tonight.
---
AI IN INFRASTRUCTURE & AIOPS
Anthropic rebuilds Claude in Slack as an always-on agentic coworker
The Claude Slack integration has been redesigned from a chatbot-style assistant into a persistent, proactive agent that monitors workspace activity and acts without being explicitly invoked. For organizations that have deployed or are evaluating Claude in Slack, the data access and behavioral model has fundamentally changed. Review permissions and data classification before this gets broad deployment.
Source: https://www.theregister.com/ai-and-ml/2026/06/23/anthropic-reimagines-claude-in-slack-as-nosy-always-on-agentic-ai-coworker/5260422
AutoJack: RCE vulnerability in Microsoft AutoGen Studio via malicious webpage
A vulnerability chain in AutoGen Studio's agent prototyping interface lets attackers trigger arbitrary command execution on the host system by getting a user to visit a malicious webpage. If your team is using AutoGen Studio for internal AI development, restrict access to trusted networks and treat it as you would any internal dev tooling with privileged execution capabilities.
Source: https://www.bleepingcomputer.com
OpenAI releases GPT-5.5-Cyber to defenders for vulnerability patching
OpenAI pushed GPT-5.5-Cyber to trusted defenders under its Daybreak program, positioning it as a tool for finding, validating and patching vulnerabilities across large codebases. The value proposition here is triage velocity, not replacement of human review. Useful context if you're evaluating AI-assisted vulnerability management tooling.
Source: https://thehackernews.com
---
HARDWARE, GPU & COMPUTE
China tops TOP500 with a domestically processed supercomputer
A Chinese supercomputer using local processors has taken the top spot on the TOP500 list. The nuance worth noting: it runs Arm cores and Linux, which means it hasn't decoupled from the broader global software ecosystem. The hardware self-sufficiency story is substantial but incomplete.
Source: https://www.theregister.com/hpc/2026/06/24/chinese-supercomputer-using-local-processors-heads-top500-list/
Trump administration demands a US quantum computer by 2028
The administration has formally directed US technologists to deliver a fault-tolerant quantum computer by 2028. The timeline is aggressive by any technical measure. What this does concretely: it accelerates federal funding flows and creates procurement signal for vendors in the quantum space. Worth watching for downstream effects on cryptography posture guidance.
Source: https://www.theregister.com/hpc/2026/06/23/bold-move-cotton-trump-administration-tells-us-techies-it-expects-american-quantum-computer-by-2028/
---
NETWORK MANAGEMENT & MONITORING
No notable developments tonight.
---
MANAGED SERVICE PROVIDERS
FortiBleed explicitly targets MSPs as downstream multipliers
The deep read on FortiBleed is specific: SMBs under 200 employees and IT managed service providers are the prioritized target class. The attacker logic is straightforward. Compromise one MSP and the credential pipeline reaches every client that MSP manages. Any MSP with FortiGate in their stack needs to treat this as a direct targeting event, not background noise affecting the broader market.
Source: https://thehackernews.com/2026/06/fortibleed-targeted-fortigate-firewalls.html
No other notable MSP developments tonight.
---
IT VENDOR ECOSYSTEM & M&A
Microsoft Access finally removes a 34-year-old 22-inch form width limit
Access has dropped the CRT-era form size restriction that's been in place since the early 1990s. For organizations still running Access-based internal tooling, this is a minor but meaningful usability improvement. The more relevant signal: Microsoft is still actively maintaining Access, which tells you something about the breadth of its legacy installed base.
Source: https://www.theregister.com/databases/2026/06/23/microsoft-access-finally-breaks-free-of-its-22-inch-form-limit/
No other notable vendor ecosystem developments tonight.
---
EDGE COMPUTING & IOT
No notable developments tonight.
---
SALES & REVENUE
Pricing under pressure requires anchoring before negotiating
When a buyer questions price, the instinct is to defend or discount. The more effective move is to anchor the conversation on outcome value before engaging on the number. Buyers who understand what a solution is worth negotiate from a different frame than buyers who only see a line item. Set the value anchor early in the sales cycle, not in response to a pricing objection.
Source: (Goodreads compounding)
---
REAL ESTATE & INVESTMENT
Forced refresh cycles create motivated sellers
The RAM crisis driving hardware vendors back to DDR2 and DDR3 components maps directly to a real estate parallel: when holding costs become unpredictable, owners who planned to hold longer start reconsidering. Motivated sellers in any asset class tend to emerge when the cost of staying exceeds the cost of transacting. Watch for that signal in markets where operating expenses are compressing margins.
Source: (Goodreads compounding)
---
SELF HELP, HUMAN PSYCHOLOGY & DARK PSYCHOLOGY
The trust gap in supply chain attacks mirrors the trust gap in human manipulation
The fake AI agent skill story works because users trusted a high-star GitHub repo without verifying what the skill fetches at runtime. That's the same cognitive shortcut that makes social engineering effective. Proxy signals of legitimacy, star counts, verified logos and familiar brand names bypass direct evaluation. Train your team to verify behavior, not just credentials.
Source: (Goodreads compounding)
---
WHAT TO WATCH
The AI agent skill supply chain is an unresolved attack surface with no scanner-level fix yet. Trail of Bits confirmed the bypass works across every major skills scanner, making this a structural class failure rather than a single vendor miss. Watch for scanner vendors to announce runtime URL verification capabilities and treat any new agent skill installation as untrusted until that tooling exists.
---
CONVERSATION STARTER
Between February and June 15, 2026, one threat actor ran 659 automated credential harvesting pipeline executions against FortiGate firewalls, processing targets in 300-minute cycles with 1,000 simultaneous validation threads and a 90% early success rate. That's the operational tempo your patching and credential rotation cycles are now being measured against.
===========================================
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63Trading — Paper Pilot
📈 Trading — Pilot v2 (Regime Adaptive)
LIVE
↻ May 11, 2026 11:40 UTC
Portfolio Value
$3,184.00
Started $3,184.00
Gross P&L
$+0.00
0 closed trades
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Entry & exit combined
Net P&L (After Fees)
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+0.00%
vs starting capital
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Profit factor: 999.00x
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0 positions open ($0)
REGIME ADAPTIVE
BTC + ETH only nbsp;· nbsp; Bull: Donchian 20d breakout nbsp;· nbsp; Neutral: RSI lt;33 dip buy nbsp;· nbsp; Bear: hold cash
60% per trade · 8% stop · Trailing @+7%
Portfolio Performance
cumulative P&L by day
May 10 $3,184
Now $3,184.00 (+0.00%)
Open Positions
0 open · $0 deployed
| Symbol | Strat | Qty | Entry | Current | Stop | Risk $ | Ret% | Unrealized P&L | Status |
|---|---|---|---|---|---|---|---|---|---|
| No open positions | |||||||||
Strategy Breakdown
closed trades only
| Strategy | Trades | W | L | Win% | Avg W | Avg L | Gross P&L | Fees | Net P&L |
|---|
Recent Trades (last 20)
🔄 trailing 🛑 hard stop ⚖️ breakeven 🎯 target
| Symbol | Strat | Qty | Entry | Exit | Ret% | Gross P&L | Fee | Net P&L | Exit | Date |
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|---|
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