Adsrekt

NFTs.
this bull run will end very soon because market is made up of flippers who sell at a +$0.01 profit and ruggers who have never dealt with NFTs before
again

your paid AI stack is already obsolete
20 free/open AI models worth using right now:
reasoning: DeepSeek-R1, DeepSeek-V3, QwQ-32B, Phi-4, NVIDIA Nemotron 3 Nano 30B-A3B
general: Llama 3.3 70B Instruct, Gemma 3 27B, Mistral Small 3.1, Qwen2.5-32B-Instruct, OLMo 2 13B
coding: Qwen2.5-Coder-32B-Instruct, Granite 3.2 8B Instruct, Phi-4-mini-instruct, Step 3.5 Flash, LFM2.5-1.2B-Instruct
multimodal / wildcards: Pixtral 12B, Phi-4-multimodal-instruct, Llama 3.2 11B Vision Instruct, Molmo2-8B, Hunter Alpha
If it can’t ship outputs in real time, it’s not on the list.
save this. reply with the free mod

claude just KILLED the daily ship cycle.
daily reset is gone. weekly caps are here. users are already hitting limits faster.
"but the limit is higher now"
that misses the math.
if you burn out on tuesday, your coding edge is dead till next week.
when did you hit cap this week?

STOP paying for AI
codex -> antigravity is the first swap i send students because the student sub gets the job done without the codex bill.
here are 20 free alternatives to expensive ai tools that can cut a few hundred bucks of monthly burn before you even launch:
paid coding:
- codex -> antigravity
free or student-priced coding help without the codex lock-in.
- cursor pro -> continue
open-source coding agent in your editor instead of another $20 seat.
- github copilot -> codeium
same basic autocomplete workflow, $0 to start.
- replit agent -> aider
terminal-first coding agent with your own m

your .env files are being SHIPPED to a lookalike domain and you probably typed the cargo add yourself
socket security just found 5 malicious rust crates sitting on io since february 2026 - chrono_anchor, dnp3times, time_calibrator, time_calibrators, time-sync
they all pretend to be time utilities. they all impersonate io. they all phone home to timeapis[.]io - one letter difference
the entire payload does one thing. reads your .env file. grabs every secret in it. sends it to a domain the attacker controls
not a zero day. not a kernel exploit. just a crate that looks like something youd cargo

codex working bad 2day
gpt 5.4 overloaded the servers
am I only one with this problem?

someone got a speech model running on an apple watch.
not a toy demo. granite 4.0 1B speech just ranked FIRST on the OpenASR leaderboard.
heres whats wild about it:
• 1B parameters - half the size of granite 3.3 2B
• higher english transcription accuracy than the bigger model
• speculative decoding for faster inference on tiny hardware
• 6 languages - english, french, german, spanish, portuguese, japanese
• keyword list biasing so it actually gets names and acronyms right
the part nobody is talking about:
youre paying for whisper API calls every month while a model half the size of its predece

openai scanned 1.2 MILLION commits in 30 days
they found 10,561 high-severity bugs. 792 criticals.
in projects you probably depend on right now
openssh. gnutls. chromium. libssh. PHP.
these arent hobby repos. these are the foundations your entire stack sits on. and humans missed this stuff for years
codex security doesnt just flag noise like your linter having a panic attack. it builds context across the whole project, validates the finding, then proposes the actual fix
thats the difference between "here are 4000 warnings you will ignore" and "this specific function in openssh lets an attacker

my Codex Limits have been updated for the 5th time this week
any news?

you shipped 5 polished demos. you have ZERO users. the product wasnt the problem.
the marketing was.
i know because i built fcksmm after staring at a blank compose box for months while my projects collected dust.
> "if i build something good enough people will find it"
thats the most expensive lie in the build in public community. good products die quiet deaths every single day.
marketing isnt performative. its distribution engineering. its part of the stack just like your database and your auth layer.
you wouldnt ship without error handling. so why are you shipping without a single post expla

openai dropped GPT-5.4 Pro with ZERO safety evals
no system card. no public risk assessment. nothing.
this is likely the best model in the world right now for biological research R&D, orchestrating cyberoffense operations, and autonomous computer use - and they shipped it like a patch note
this isnt the first time either. GPT-5.2 Pro followed the same pattern. quiet release, no documentation, no external review. theyve done this before and nobody held them accountable so they did it again
openai is now shipping frontier models with less transparency than a weekend fine-tune on huggingface
if y

GPT 5.4 TIPS
stop enabling the 1mil context window. its not ready. its UX theater and its burning your builds alive
i tested the new model across 3 of my own projects. thoroughly. not a vibe check - actual production work
heres what nobody is telling you:
abstract task comprehension got SIGNIFICANTLY better. the model finally understands what youre trying to do before you spell out every step
but that 1mil context window everyone is hyped about? DONT TOUCH IT. its half-baked. shove your context into the project folder and the project settings instead. thats where the model actually reads
enabl

stop building your IDEA. start with your GTM.
i shipped 3 tools this year. the ones that hit $5k MRR had one thing in common - i knew where the traffic was coming from BEFORE i wrote line 1 of code.
the ones that flopped had better architecture.
youre sitting on 5 polished demos right now. ZERO users. zero MRR. and youre still tweaking the agent loop instead of asking one question - where do my first 50 users come from.
not your idea. not your tech stack. not your multi-agent framework.
your startup lives or dies on distribution.
do a resource audit right now. look at what you already have. yo