Expo Simplifies Native App Testing and Deployment via QR Code
Expo is awesome for mobile apps. QR Code scan to test native app building and usable before publishing, handles full deployment to appstore/play store. Easiest thing ever.

Claude Gives My Mobile UI a 4/10 Rating
Codex rating Claude on a UI design and polishing of a mobile app I'm building. 4/10. https://t.co/rvzVMD29y9
Closing Release Gaps to Prevent Repeat Mistakes
Love this response from GPT 😂😂 The native admin coverage is committed. Next I’m closing release-process gaps: build pipeline readiness, QA safety, and the Codex/Claude guardrails so future sessions don’t repeat the mistakes we already paid to find.
Claude's Code Quality Declines; Codex Outperforms Now
Dude Claude is total trash - seen massive degrading of code quality, bugs, and more over the past several weeks. This week, I can’t even use it or rely on it to complete basic bug fixes or implementations. Codex has...

New RTX 5090 PC: AI Experiments and Heavy Gaming
New PC .. and 5090… gonna be some cool AI projects … but mostly gaming on this bad boy https://t.co/W7xVXHo7fc
First Wine Sip Sparks Hilarious Teen Reaction
On vacation with my fam for spring break, visiting grandparents. I let me son try a sip of my wine for the first time (15 almost 16). His reaction 😂😂 https://t.co/D9UGHxq311
Evidence‑Based Prompt Drives Deep Bug Diagnosis
One amazing prompt that works wonders for both Claude and OpenAI, at least for me: Identify what the root cause is for this bug . Use only evidence based troubleshooting with clear tests in place to reproduce the bug, it must...
Codex: Slower Yet More Reliable Than Claude
Comparing heavy Codex vs Claude use, a couple thoughts. Codex is much more well thought out on design, checking every step, re-checking every step - and producing much better results long term but it is much slower. Claude is really good at...
Claude's Performance Degrades; Codex Remains Reliable
Since the usage changes on Claude during peek, I also feel like the model has gone completely haywire. Ton's of mistakes errors - longer times to address issues. I have a feeling they are experiencing some crazy internal issues at...
Claude + Codex Automate Comprehensive PRD and Security Reviews
Been doing this for months. Any PRD/Spec/Implementation/Bug + Security hunts includes Claude + Codex, much better thorough analysis and things one or the other misses it'll pick up. My Claude Code instance has hooks + gpt skills for doing...
AI Revives Cybersecurity: Adapt or Be Left Behind
What I see in cybersecurity: AI has re-invigorated an industry that was largely stale for the past ten years. Complete new green field. Changes everything. New innovation happening everyday. Need to adapt or be left behind. This reminds me of the early 2000s,...

NightBeacon's Primary Model Acts as Evaluator for Better Reasoning
One cool component of NightBeacon is different models trained on the same data, but look at the work that the main model does - think of it as an evaluator, judge, or tier 3 soc analyst that looks at the...
Demand Real Solutions, Not Empty Hype at RSAC
It’s why I don’t go to RSAC unless I’m forced to. I remember the first time I went to the vendor area, I got sick to my stomach - not because of new companies or innovation - because it was...
Instantly Generate Detection Rules From Any Source
If you missed this post, it’s a good read on a the ability to rapidly almost instantly push new detection capabilities or gaps within a monitoring environment. I developed a component of NightBeacon called Nexus Intelligence, it’s an agent where you...
AI‑SOC Tool Deconstructs Attacks, Slashes MTTR and False Positives
Here's a small taste of NightBeaconAI (our human driven but AI-SOC augmented solution I've built) @Binary_Defense - it has attack path deconstruction - can see every part of an attack chain with details on each part of it. Doesn't matter...
Accidentally Triggering Apple Intelligence Reveals Its Mystery
I still have no idea what apple intelligence does other than when I accidentally hit the wrong button.
Synthetic Data Keeps Customer Info Safe From Frontier AI
Most of these AI solutions right now for the cybersecurity industry are utilizing frontier models. That should scare a lot of folks - customer data going into extremely new technology platforms that they literally state their new models, features/functionality are...

NightBeacon AI Detects Phishing in Seconds, Automates Response
NightBeacon AI today identified an insanely cool phishing email attack that showed up on GTI/other sources as benign/non malicious. How it worked: NightBeacon determined the tonality was creating urgency (key indication of social engineering), it looks for any URLs, it went...
Nemotron V3 Optimized for NVIDIA Delivers Strong Results
The new nemotron v3 models look great and optimized for nvidia hardware. Getting some great results.
Dual AI Workflow Doubles Quality of Specs and Reviews
Created a chatgpt 5.4 plugin for Claude, it automatically gets a "second opinion", forges the best results for prd/spec/implementation. Once finished and reviewed, submits to chatgpt for bug review / security review analysis. Works insanely better having two work together. ⏺...

NightBeacon Mobile Debuts with AI Assistant, Nostalgic Coding Fun
NightBeacon mobile version launched with AI assistant. Some late night coding lately, feel like I’m in the late 90s/early 2000s. Having so much fun. https://t.co/unvyKfDV6d #BinaryDefense https://t.co/tCyntTeePl
Add File References in Prompts for Better Results
One thing that is slightly helping, if you say in each prompt or a hook - read in claud.md memory.md, etc each prompt it seems to do a bit better.
Claude's Performance Plummets; Users Migrate to Codex
Something deeply messed up with Claude's model right now. It went from a hero to a zero almost overnight. I hope they fix it, as of right now - I've moved over to codex, it's completely unusual. Beware.
User Quits Cursor, Citing Hacky Build and Zero Innovation
Knowing Cursor is a hack job and built on Kimi K2.5, pretty much cancelling my subscription right now. Zero innovation from them the past few months, it went from a pretty useful tool (nice having IDE), to really providing zero...

NightBeacon Assist Empowers SOC Analysts with AI Guidance
NightBeacon Assist rolled out today to our SOC analysts. Can ask specific questions or to do automation workflow to enrich data even more if needed. Allows analyst to ask the assistant questions about the ticket if they don't understand or...
Claude Outage Pushes Me to Try Other AIs
Claude down. I guess I can switch over to cursor...or perplexity... or chatgpt... or Grok since I have all of them rn 😂
Meteorite Crash in NE Ohio Leaves Everyone Unharmed
NE Ohio just got hit with a meteorite, heard it from all over .. I think it was a truck unloading by our house. Looks like everyone's OK
NightBeacon Slashes SOC Alert Fatigue, Boosts True Positives
New blog post I just wrote: How NightBeacon Cuts SOC Alert Fatigue Without Replacing Analysts Blown away at how fast it's learning, not only false positive reduction, but the quality of interpreting true positives, enriching data, going in and pulling additional...
Tech Noir Tracks Echo Post‑Apocalyptic Hope
Gunship Tech Noir and Tech Noir 2 hits hard. Heavily recommend these two songs in your rotation. Post apocalyptic no hope, everything is lost - to hope, life will move on and rebuild stronger. Dire strait to life finds a way. Deep....
Smart Garage Opener Syncs Bedtime Routine via Google Home
Just installed the Meross automatic garage smart home opener. Love this thing. Finally have a garage door opener that ties into Google Home. When I said it's time for bed: 1. Alarm kicks on. 2. Garage door closes if open. 3. All lights...
NightBeacon Slashes False Positives, Boosts Detection Confidence
Launched NightBeacon Friday morning. 48 hours later: - 80.83% false positive reduction. - 3x higher true positive confidence. - 98.23% smarter model based on live data. - Multi-platform log intelligence built overnight. - Zero manual tuning. https://t.co/lmtyDyskXe This is just the beginning. #BinaryDefense
Skeptical Executive Finds AI Assistants Unnecessary, Praises Claude
I still don’t understand the whole AI personal assistant thing. I’ve really tried - I don’t want to give AI access to emails, calendar.. I tried perplexity with a Mac mini - it was awful. Zero use that I can...

Custom Wi‑Fi Amplifier Enables Live Tournament Streaming
Cell reception is always bad at the volleyball tournaments and the coach couldn’t stream live videos to family that couldn’t make it. Built this thing - wireless AP to cellular built amplifiers inside the battery casing with Omni directional antennas and...
AI Amplifies Both Threats and Defenses in Cybersecurity
I got asked on the news today is Cybersecurity a field that is being impacted by AI or is it a safe field? I explained how I struggle with this personally as well - there's a lot of fear, uncertainty and...
NightBeacon: AI‑Powered, Self‑Trained Security Platform Launches
Here's a demo on a project I've been developing and working on for the past 9 months. Called NightBeacon. Using it now in production, getting released fully this week. Our own internally trained models on our own infrastructure (no third party)....
Lawsuit Alleges Chobani's “Natural” Yogurt Hides Plastic Chemicals
Interesting lawsuit facing Chobani - which claims only "natural ingredients" but contains a ton of phthalates (plastics). I hope this sends a massive shock to the system and they stop using these contains with everything plastic that's absolutely killing us....
AI Emerges as Budget-Friendly Cybersecurity Force Multiplier
Did a new blog @Binary_Defense called: NightBeacon: AI as a Force Multiplier in Cybersecurity We always struggle with budget and headcount. Do we finally have somewhat of a solution for our security programs? https://t.co/sBeXDGT9nx
Secure AI‑Driven DevOps via Signal‑Powered SideChannel
Introducing a new tool called "SideChannel". A secure alternative to OpenClaw. Utilizes signal for communication and has Claude integration. I built SideChannel, an open-source Signal bot that connects Claude AI to your entire development workflow. End-to-end encrypted. From your pocket. The real...
AI Boosts Cybersecurity, Yet Humans Remain Essential
Simple analogy on AI and cybersecurity. Security has never been solely a technology problem - it's largely a people problem. Complexity of business integration, misconfigurations, legacy systems, business transformations, M&As, etc. are all part of this industry we call cybersecurity. I can't remember...
Deep Dive Into Weaponized Malicious SVG Files
Good read and research on malicious SVG file analysis and how it's weaponized by Adam Paulina @Binary_Defense https://t.co/65gf6f2XNn #BinaryDefense

DIY BLE Test Achieves 800‑Foot Range with Omni Antenna
My hack job of testing distance and range of BLE devices. Light enough to get lift with the drone still with an amplifier, high gain antenna, gps - and a mini computer. It’s all I had sitting around the shelves...
Modern Bluetooth Pacemakers Continuously Broadcast When Disconnected
Regarding this, there was a couple questions on does the pacemaker continue to advertise - most BLE implantable devices go into a sleep type mode. In this case, we are lucky - it does not. We know based on law enforcement...
Cross‑platform Tool Scans Bluetooth, Resolves Private Addresses
Just released a new tool that scans for Bluetooth devices including Bluetooth Low Energy (BLE) devices. It will scan for all, filtered by MAC, or if you have the Identity Resolving Keys (IRK), can be used to determine the Resolvable...
Bluetooth Pacemakers Could Be Tracked via War‑Driving
For the Nancy Guthrie case, an idea and maybe a crazy one but she had a pacemaker which often implantable devices use bluetooth such as Medtronic's. Couldn't you war-drive (drones even better) with a high gain antenna with amplifiers -...