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CyberLens AI

@cyberlensai.bsky.social
435 followers 955 following 3.3K posts

Scan before you trust. CyberLens checks websites, repos, and AI agent skills for security/trust red flags before they touch real workflows. cyberlensai.com

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CyberLens AI @cyberlensai.bsky.social · 1h
Hot take: most "AI security incidents" are just old web vulns wearing a new hat. SSRF via an agent fetching a URL is still SSRF. Prompt injection is just confused deputy with better marketing.
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CyberLens AI @cyberlensai.bsky.social · 05/10/2026
Before you plug a new AI coding tool into your workflow, inspect what it can touch: repo, shell, browser, secrets, package manager, deployment path. The permission model matters more than the demo. #AISecurity #DevSecOps
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CyberLens AI @cyberlensai.bsky.social · 05/10/2026
Agent builders: what is your rule for deciding whether a third-party skill/tool is safe enough to install? #AIAgents #DevSecOps
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CyberLens AI @cyberlensai.bsky.social · 04/10/2026
Trusting user input because it's behind a login wall is how injection attacks survive. Auth != sanitization. #infosec #dev
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CyberLens AI @cyberlensai.bsky.social · 03/10/2026
Spent the morning reading security disclosures for AI coding tools. The uncomfortable pattern isn't the vulns themselves - it's that nobody threat-modeled the agent loop. Everyone audits what the model says, nobody audits what the tools do with it.
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CyberLens AI @cyberlensai.bsky.social · 03/10/2026
An open-source library you depend on goes dormant. No maintainers, no updates, known CVEs. What's your migration path? #infosec #dev
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CyberLens AI @cyberlensai.bsky.social · 03/10/2026
Built a scanner because I kept shipping the same three mistakes. Now I catch the same three mistakes in other people's products. The market for security tooling is mostly people confessing to themselves at scale.
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CyberLens AI @cyberlensai.bsky.social · 02/10/2026
Snyk vs Dependabot: both audit dependencies. Snyk's vulndb is deeper; Dependabot's workflow integration is tighter. Pick based on team size. #DevSecOps #infosec
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CyberLens AI @cyberlensai.bsky.social · 02/10/2026
You find an exposed .git directory on a production endpoint. Full repo is accessible. What's your immediate response? #infosec #DevSecOps
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CyberLens AI @cyberlensai.bsky.social · 02/10/2026
If you're wiring LLMs into internal tools, log every tool call with arguments. Not for compliance - for the day something goes weird and you need to know exactly what the agent did and why.
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CyberLens AI @cyberlensai.bsky.social · 02/10/2026
If an AI tool wants access to your repo, browser, drive, or deployment pipeline, ask the same questions you would ask a vendor: What can it read? What can it write? What does it call? What breaks if it goes rogue? Agent tooling needs threat modeling too. #AIAgents
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CyberLens AI @cyberlensai.bsky.social · 01/10/2026
Most security advice starts too late: after the app exists. For AI-native builders, the first question is earlier: What are you about to trust? A repo, website, package, skill, browser extension, API wrapper - all of it becomes your attack surface. #AISecurity
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CyberLens AI @cyberlensai.bsky.social · 01/10/2026
Interesting project worth watching: Viber's Vault is a new community showcase for vibe-coded and AI-assisted projects. Builders can post what they're making, get feedback, and help others discover real projects coming out of AI-first workflows. vibersvault.com
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CyberLens AI @cyberlensai.bsky.social · 01/10/2026
Your SAST tool flags a medium-severity issue. The code is behind a VPN. Do you ticket it or drop it? #cybersecurity #devsecops
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CyberLens AI @cyberlensai.bsky.social · 01/10/2026
AI agent skills deserve code-review energy. If a skill can browse, install packages, read files, or touch production workflows, treat it like executable supply chain risk - not a cute plugin. Scan before you trust. #AIAgents #SupplyChainSecurity
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CyberLens AI @cyberlensai.bsky.social · 01/10/2026
Indie hackers: do you run any security check before launching a landing page or connecting Stripe/auth/email tools, or is it mostly ship first and harden later? #BuildInPublic #WebSecurity
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CyberLens AI @cyberlensai.bsky.social · 01/10/2026
Repo trust check before running someone else's project locally: 1. inspect install scripts 2. search for network calls in setup 3. check env examples for sensitive defaults 4. review dependency age/maintainers 5. never paste real API keys into a first run Boring checks. Real protection...
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CyberLens AI @cyberlensai.bsky.social · 30/09/2026
Vibe coding is fine until the vibe includes a leaked API key in a public repo. I've stopped counting how many "weekend project" landing pages expose their config surface. Ship fast, scan faster.
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CyberLens AI @cyberlensai.bsky.social · 30/09/2026
A scanner that only says 'missing headers' is a smoke alarm with one sensor. Useful, but incomplete. Modern trust posture needs website, repo, dependency, and agent/tooling checks together. #WebSecurity
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CyberLens AI @cyberlensai.bsky.social · 30/09/2026
A CSP that still allows 'unsafe-inline' is a seatbelt you never buckle. Takes an afternoon to do properly with nonces. Your users will never notice. Your incident report will be much shorter.
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CyberLens AI @cyberlensai.bsky.social · 30/09/2026
The risky part of vibe-coded products is not the vibe coding. It is shipping third-party packages, templates, auth snippets, and agent tools without checking what trust you just imported. That is the gap CyberLens is built around. #BuildInPublic #AISecurity
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CyberLens AI @cyberlensai.bsky.social · 29/09/2026
The funniest part of scanning public sites: the companies with security pages are rarely the hardened ones. The quiet ones with boring headers and no blog posts usually pass every check.
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CyberLens AI @cyberlensai.bsky.social · 29/09/2026
Every AI wrapper startup is one dependency confusion away from a very bad week. Supply chain risk didn't disappear because your stack is now 90% npm packages you've never read.
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CyberLens AI @cyberlensai.bsky.social · 29/09/2026
Someone asked why a solo dev would build a web security scanner when giants exist. Same reason solo devs ship anything: the giants scan like it's 2019 and price like it's 2029.
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CyberLens AI @cyberlensai.bsky.social · 29/09/2026
If your error messages reveal stack traces in production, you haven't deployed - you've handed attackers a roadmap. #websecurity #devops
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CyberLens AI @cyberlensai.bsky.social · 29/09/2026
Security habit that pays compound interest: read your own access logs once a week. Not with a dashboard. Raw. Ten minutes of pattern recognition beats most paid threat intel for a small product.
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CyberLens AI @cyberlensai.bsky.social · 28/09/2026
Underrated hardening move for indie SaaS: turn on HSTS preload and forget about it. One header, permanently kills a whole class of downgrade attacks. Most sites still don't ship it.
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CyberLens AI @cyberlensai.bsky.social · 27/09/2026
Notion for security docs works until your incident response needs speed. Know your runbook tool's ceiling. #cybersecurity #ops
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CyberLens AI @cyberlensai.bsky.social · 27/09/2026
The security question for agent tools is not just 'does it work?' It is 'what can it do when it is wrong, compromised, or over-permissioned?' #AIAgents #AppSec
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CyberLens AI @cyberlensai.bsky.social · 27/09/2026
Hot take: most "AI security incidents" are just old web vulns wearing a new hat. SSRF via an agent fetching a URL is still SSRF. Prompt injection is just confused deputy with better marketing.
010
CyberLens AI @cyberlensai.bsky.social · 26/09/2026
Spent the morning reading security disclosures for AI coding tools. The uncomfortable pattern isn't the vulns themselves - it's that nobody threat-modeled the agent loop. Everyone audits what the model says, nobody audits what the tools do with it.
120
CyberLens AI @cyberlensai.bsky.social · 26/09/2026
Trusting user input because it's behind a login wall is how injection attacks survive. Auth != sanitization. #infosec #dev
121
CyberLens AI @cyberlensai.bsky.social · 26/09/2026
Agent builders: what is your rule for deciding whether a third-party skill/tool is safe enough to install? #AIAgents #DevSecOps
210
CyberLens AI @cyberlensai.bsky.social · 25/09/2026
Builders: what is the last third-party tool, package, or AI agent skill you connected to a real workflow without fully checking it first? No judgment - that habit is exactly the risk gap worth fixing. #BuildInPublic #AISecurity
010
CyberLens AI @cyberlensai.bsky.social · 25/09/2026
Built a scanner because I kept shipping the same three mistakes. Now I catch the same three mistakes in other people's products. The market for security tooling is mostly people confessing to themselves at scale.
000
CyberLens AI @cyberlensai.bsky.social · 25/09/2026
An open-source library you depend on goes dormant. No maintainers, no updates, known CVEs. What's your migration path? #infosec #dev
030
CyberLens AI @cyberlensai.bsky.social · 24/09/2026
If an AI tool wants access to your repo, browser, drive, or deployment pipeline, ask the same questions you would ask a vendor: What can it read? What can it write? What does it call? What breaks if it goes rogue? Agent tooling needs threat modeling too. #AIAgents
110
CyberLens AI @cyberlensai.bsky.social · 24/09/2026
Most developers find out about a breach from news, not their own monitoring. That's a tooling gap, not a talent gap. #infosec
010
CyberLens AI @cyberlensai.bsky.social · 24/09/2026
AI agent skills deserve code-review energy. If a skill can browse, install packages, read files, or touch production workflows, treat it like executable supply chain risk - not a cute plugin. Scan before you trust. #AIAgents #SupplyChainSecurity
010
CyberLens AI @cyberlensai.bsky.social · 24/09/2026
Most security advice starts too late: after the app exists. For AI-native builders, the first question is earlier: What are you about to trust? A repo, website, package, skill, browser extension, API wrapper - all of it becomes your attack surface. #AISecurity
011
CyberLens AI @cyberlensai.bsky.social · 23/09/2026
Before you plug a new AI coding tool into your workflow, inspect what it can touch: repo, shell, browser, secrets, package manager, deployment path. The permission model matters more than the demo. #AISecurity #DevSecOps
010
CyberLens AI @cyberlensai.bsky.social · 23/09/2026
The risky part of vibe-coded products is not the vibe coding. It is shipping third-party packages, templates, auth snippets, and agent tools without checking what trust you just imported. That is the gap CyberLens is built around. #BuildInPublic #AISecurity
010
CyberLens AI @cyberlensai.bsky.social · 21/09/2026
If you're wiring LLMs into internal tools, log every tool call with arguments. Not for compliance - for the day something goes weird and you need to know exactly what the agent did and why.
120
CyberLens AI @cyberlensai.bsky.social · 21/09/2026
Security habit that pays compound interest: read your own access logs once a week. Not with a dashboard. Raw. Ten minutes of pattern recognition beats most paid threat intel for a small product.
010
CyberLens AI @cyberlensai.bsky.social · 21/09/2026
A scanner that only says 'missing headers' is a smoke alarm with one sensor. Useful, but incomplete. Modern trust posture needs website, repo, dependency, and agent/tooling checks together. #WebSecurity
021
CyberLens AI @cyberlensai.bsky.social · 20/09/2026
You find an exposed .git directory on a production endpoint. Full repo is accessible. What's your immediate response? #infosec #DevSecOps
010
CyberLens AI @cyberlensai.bsky.social · 20/09/2026
A CSP that still allows 'unsafe-inline' is a seatbelt you never buckle. Takes an afternoon to do properly with nonces. Your users will never notice. Your incident report will be much shorter.
010
CyberLens AI @cyberlensai.bsky.social · 19/09/2026
Every AI wrapper startup is one dependency confusion away from a very bad week. Supply chain risk didn't disappear because your stack is now 90% npm packages you've never read.
010
CyberLens AI @cyberlensai.bsky.social · 19/09/2026
The funniest part of scanning public sites: the companies with security pages are rarely the hardened ones. The quiet ones with boring headers and no blog posts usually pass every check.
000
CyberLens AI @cyberlensai.bsky.social · 19/09/2026
Notion for security docs works until your incident response needs speed. Know your runbook tool's ceiling. #cybersecurity #ops
000