GPT‑5.5 Boosts Code Quality, Slower Yet Superior
Alright, so here's my current setup: Codex with GPT 5.5 with extra high reasoning. Opus 4.7 with extra high reasoning through Cursor (don't trust claude code harness atm). GPT 5.5 producing about 8-13% better code quality, 8-12% less bugs, and 27% more thoroughness on implementation features but GPT 5.5 is about 20-23% slower. GPT 5.5 is insanely better at evidence based bug hunting and root cause analysis for issues identified including remote debugging on dev/prod servers and substantially better at database manipulation. I will say Claude 4.7 is performing much better with the fixes implemented yesterday - although not a true test since I'm using it through Cursor. Overall happy with both at the moment.
Anthropic Model Degradation Detailed: Transparent Analysis Unveiled
Full breakdown of the model degrade on Anthroptic I’ve been hot on for the past month. Solid level of transparency and analysis from them. https://t.co/au6d64fzAX
Veteran Developer Criticizes Slow Issue Resolution at Anthropic
Mfers were telling me its a skills and prompt issue. You all look super silly right now. 25 years developing, I know what I'm doing - finally acknowledged. I'm glad they are trying to address this, but a month to...
OpenAI Must Regain Trust After Model Degradation Concerns
OpenAI is a company I can get behind with this as long as it holds true. Intentionally or unintentionally degrading a model with no public visibility that Anthropotic has given us / you can’t trust anything from them right now....
Frontier AI Models Risk Degrading, Exposing Enterprises to Breaches
Article I'm quoted in on Forbes on the recent Claude model degrading. Note, I am not anti-Anthropic in anyway. I loved Opus 4.6 when it first came out. I almost bought a I <3 Claude t-shirt (kinda joking there). My...
Testing Claude Tomorrow, Seeking Model Improvement Feedback
Thread here - wind back. Gonna try Claude tomorrow. Anyone noticing improvements since today on model?
Claude's Code Quality Plummets; Enterprises Should Switch Models
For the enterprises using Claude, if you are using it for heavy enterprise type stuff - be extremely careful. It's introducing massive bugs, security issues, and code quality is way worse than Opus 4.5, substantially worse on both 4.6 and...
LLMs: Massive IP Theft, Not True Consciousness
Of course. If you understand how LLMs work, they don’t think in traditional terms and are regurgitating human knowledge. One of the largest thefts of intellectual property and plagiarism in human history. Still incredible tech and has massive implications on innovation,...
Securing Research with New H100 Cluster for TrustedSec
Pulling the trigger on ordering 8xh100s for TrustedSec. The inconsistencies on frontier models plus how deep we are going with research is a must. Now I’ll have my own dedicated coding system. Excited ! Maybe I’ll share with @HackingLZ and...
From Orchestra Bench to Graduation: Time Flies
My boy in the middle. At our orchestra concert. Can’t believe he’s graduating high school already man. Time passes quick. https://t.co/XNwtg4QgAT
GPT 5.4/Codex Delivers Robust Solutions, UI Lags Behind
GPT 5.4/codex is honestly solid. Been using it for a bit now and while it's not as fast as what Opus 4.6 was a month ago, couple key things: 1. It's methodical, it uses evidence to come up with a comprehensive...
AI Tool Adoption Leaves Companies With Zero Code Controls
In all seriousness though, companies that are investing in these tools have zero control over code quality, how to protect from prompt injection, what gets shoved and executed into the developers environment, what gets shoved into production. Zero. Controls. Death of...
Claude's Regression Sparks Widespread Bugs and Security Risks
Think about all the orgs using Claude right now that have no idea how bad it has become over the past 4 weeks ago. No statement from Claude - but a total revert to where the model was a year...
Epic Grenade Toss Clears Eight Enemies in Asylum
Push into central staircases in the insane asylum. Nailed an insane grenade toss into the room, like 8 guys nuked by it. https://t.co/fWfnWzdD3m
Dominated Six Oppon
This weekend, got behind a team of 6 and smoked em with my smg lol. https://t.co/hISFIRbCPg
Prioritize Rapid Misconfiguration Detection Over Apocalypse Predictions
Dino’s take here is spot on. I’m less concerned of the vulnerability apocalypse that’s being predicted and more concerned on identifying misconfigurations at a much more rapid rate.
Claude's Performance Decline Drives Users to OpenAI
I understand there’s a ton of Claude fans out there. I was there too 4-5 weeks ago. Then it got way way way worse and without explanation. What’s worse is that I would consider myself a heavy power user. What about...
Claude's Performance Plummets; Teams Migrate to Codex
Yeppers. It’s the worst model right now. When first released, incredible. The fact that Claude hasn’t publicly stated this or what they are doing to fix it is not a good look. I’ve switched our dev teams away from Claude...
70+ Kills on Night Mission, Fun Day Ahead
Fun day today. Still got a night mission to go. Grabbing some food. Easily over 70 kills. https://t.co/LapFl6Nrjw
Switched Tools Restore Productivity After Claude Issues
I’m extremely obsessive with code quality on these things. Knew something was off 4 weeks ago and it progressively got worse. Cancelled my Claude substitution a few days ago - opus 4.6 when released was absolutely magic. I’m sure they...
Stopping Remote Support Ransomware Footholds Before Attack
Great post here and read from @Binary_Defense and a real-life story and breach we prevented at a customer. Remote Support to Ransomware Foothold: Stopping a Pre-Ransomware Intrusion https://t.co/xUGW63zCeL #BinaryDefense
Claude's Performance Disappoints Many Users, Not Just Me
Good analysis on the total shit show I've been experiencing with Claude. For all the haters out there that got pissed for me saying Claude was broke, it wasn't just me 😂😂
Ensemble Judge Model Validates LLM Decisions in NightBeacon UI
New UI design for our NightBeacon AI SOC solution @Binary_Defense. Recently implemented a new ensemble (judge) model. This model checks the work of the primary LLM to ensure it agrees with the steps taken to validate its malicious, suspicious, or...
Skipping Git Validation Cost Three Weeks of Development
I'll give you a story of a recent Claude instance that set me back 3 weeks. I will admit mistakes on my end for not validating the git commit here, and that's 100% on me. I was working on a production implementations...
Tried Android for a Day, Quickly Returned to iPhone
I always get phone FOMO, I switched to Android yesterday because usually hardware wise it's much better than iPhone and felt it's been a few years let me try it out. Almost had a rebellion from my kids and wife being...
Taxes Eat Most of Your Hard‑earned Paycheck
My son came home and got his W2 form for last year. He was like dad wow check out how much money I made last year.. I was like nice dude thats hard work and effort right there. He was like yeah,...
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...