Luke Hinds
@lukehinds.bsky.social
nono.sh part two:
nono --net-block bash <(curl url):
curl downloads the script outside the sandbox, but bash executes it inside with network blocked. The malicious script can't exfiltrate or cause any damage, because the kernel denies all network syscalls with "Operation not permitted."
nono --net-block bash <(curl url):
curl downloads the script outside the sandbox, but bash executes it inside with network blocked. The malicious script can't exfiltrate or cause any damage, because the kernel denies all network syscalls with "Operation not permitted."
February 3, 2026 at 11:32 PM
nono.sh part two:
nono --net-block bash <(curl url):
curl downloads the script outside the sandbox, but bash executes it inside with network blocked. The malicious script can't exfiltrate or cause any damage, because the kernel denies all network syscalls with "Operation not permitted."
nono --net-block bash <(curl url):
curl downloads the script outside the sandbox, but bash executes it inside with network blocked. The malicious script can't exfiltrate or cause any damage, because the kernel denies all network syscalls with "Operation not permitted."
cool things you can do with nono.sh , part on:
nono'ception - aka nono spawns itself into a nono sandbox and then asks nono, why can I not access ~/.ssh/id_rsa
nono'ception - aka nono spawns itself into a nono sandbox and then asks nono, why can I not access ~/.ssh/id_rsa
February 3, 2026 at 5:40 PM
cool things you can do with nono.sh , part on:
nono'ception - aka nono spawns itself into a nono sandbox and then asks nono, why can I not access ~/.ssh/id_rsa
nono'ception - aka nono spawns itself into a nono sandbox and then asks nono, why can I not access ~/.ssh/id_rsa
AI is 6 months away from being 6 months away
January 29, 2026 at 6:42 PM
AI is 6 months away from being 6 months away
What is this bizarre reality we are in - utterly bonkers
January 20, 2026 at 7:35 PM
What is this bizarre reality we are in - utterly bonkers
Reposted by Luke Hinds
Guest Blog on Spin Framework of how we use WebAssembly isolated tool execution for the training of agentic large language models spinframework.dev/blog/deepfab... - by @lukehinds.bsky.social
DeepFabric and Spin: A Case Study in Building Better Agentic Training Data
spinframework.dev
January 12, 2026 at 3:16 PM
Guest Blog on Spin Framework of how we use WebAssembly isolated tool execution for the training of agentic large language models spinframework.dev/blog/deepfab... - by @lukehinds.bsky.social
Just finished C.S. Lewis's The Great Divorce - a take on Heaven / Hell. Hell is quietly horrifying: a grey, endless suburb where you're trapped with petty, quarrelsome Karens. The more you insist on being understood, the more you cling to your own righteousness, the harder it becomes to leave.
January 10, 2026 at 2:19 PM
Just finished C.S. Lewis's The Great Divorce - a take on Heaven / Hell. Hell is quietly horrifying: a grey, endless suburb where you're trapped with petty, quarrelsome Karens. The more you insist on being understood, the more you cling to your own righteousness, the harder it becomes to leave.
Reposted by Luke Hinds
How do you train an SEO-focused agent from scratch? Our co-founder Stephen Parkinson covers the full process - dataset generation, live tool execution setup, and more. Part two dropping soon. deepfabric.dev
January 6, 2026 at 4:42 PM
How do you train an SEO-focused agent from scratch? Our co-founder Stephen Parkinson covers the full process - dataset generation, live tool execution setup, and more. Part two dropping soon. deepfabric.dev
This was a lot of fun and quite eye opening as to what is possible with open SLMs
Fine Tune a 4B Model to Beat Claude and Gemini at Tool Calling for free on Google Colab! www.alwaysfurther.ai/blog/train-4...
January 2, 2026 at 5:44 PM
This was a lot of fun and quite eye opening as to what is possible with open SLMs
My 12 and 15 yr old daughters Spotify end of year listening ages were 49 and 45 years old - all from listening to mostly nineties bands. The summary in their words: they don’t make good music anymore, no bands and a lot of AI slop. The youngest top artists of 2025: The Cure, The Smiths and Deftones.
January 1, 2026 at 2:17 PM
My 12 and 15 yr old daughters Spotify end of year listening ages were 49 and 45 years old - all from listening to mostly nineties bands. The summary in their words: they don’t make good music anymore, no bands and a lot of AI slop. The youngest top artists of 2025: The Cure, The Smiths and Deftones.
Just in case you need a reminder - don't use GPG
December 28, 2025 at 11:41 AM
Just in case you need a reminder - don't use GPG
How we trained a 4b SLM to outperform Claude Sonnet 2.5 and Gemini 2.5 pro at Tool Calling - run on a free T4 GPU on Google Colab:
colab.research.google.com/drive/1EG1V4...
colab.research.google.com/drive/1EG1V4...
December 28, 2025 at 11:40 AM
How we trained a 4b SLM to outperform Claude Sonnet 2.5 and Gemini 2.5 pro at Tool Calling - run on a free T4 GPU on Google Colab:
colab.research.google.com/drive/1EG1V4...
colab.research.google.com/drive/1EG1V4...
DeepFabric now supports live tool execution during dataset generation, isolated within web-assembly components care of the @cncf.io spinframework- this produces training data with far less hallucinations and encourages more reactive learning patterns during SFT or RL based training.
December 28, 2025 at 11:36 AM
DeepFabric now supports live tool execution during dataset generation, isolated within web-assembly components care of the @cncf.io spinframework- this produces training data with far less hallucinations and encourages more reactive learning patterns during SFT or RL based training.
Another week, another Agent foundation
December 10, 2025 at 9:32 PM
Another week, another Agent foundation
Reposted by Luke Hinds
Latest Blog on why relying on system prompts as guardrails could let you down www.alwaysfurther.ai/blog/system-...
December 4, 2025 at 7:38 AM
Latest Blog on why relying on system prompts as guardrails could let you down www.alwaysfurther.ai/blog/system-...
Very excited to get this out of stealth - if you're keen to learn more , please do reach out
We're out of stealth!
Today we're announcing Always Further and our $1.8M pre-seed to deliver precise, secure and reliable open language models.
More soon. Let's build 🚀
www.alwaysfurther.ai/blog/announc...
Today we're announcing Always Further and our $1.8M pre-seed to deliver precise, secure and reliable open language models.
More soon. Let's build 🚀
www.alwaysfurther.ai/blog/announc...
Announcing Always Further and our Pre-Seed Investment
www.alwaysfurther.ai
December 1, 2025 at 4:04 PM
Very excited to get this out of stealth - if you're keen to learn more , please do reach out
Reposted by Luke Hinds
We're out of stealth!
Today we're announcing Always Further and our $1.8M pre-seed to deliver precise, secure and reliable open language models.
More soon. Let's build 🚀
www.alwaysfurther.ai/blog/announc...
Today we're announcing Always Further and our $1.8M pre-seed to deliver precise, secure and reliable open language models.
More soon. Let's build 🚀
www.alwaysfurther.ai/blog/announc...
Announcing Always Further and our Pre-Seed Investment
www.alwaysfurther.ai
December 1, 2025 at 4:02 PM
We're out of stealth!
Today we're announcing Always Further and our $1.8M pre-seed to deliver precise, secure and reliable open language models.
More soon. Let's build 🚀
www.alwaysfurther.ai/blog/announc...
Today we're announcing Always Further and our $1.8M pre-seed to deliver precise, secure and reliable open language models.
More soon. Let's build 🚀
www.alwaysfurther.ai/blog/announc...
I getting quite few pull requests where an issue gets picked up, a huge PR made, I use gemini reviews, it flags up lots of nits and flaws in the PR. The human then faced with having to understand the code, nopes out and closes the PR.
November 16, 2025 at 6:30 PM
I getting quite few pull requests where an issue gets picked up, a huge PR made, I use gemini reviews, it flags up lots of nits and flaws in the PR. The human then faced with having to understand the code, nopes out and closes the PR.
Claude Code really likes using python asserts outside of tests, which is proper insanity. When compiling to optimised byte code, python asserts are ignored. This will mean a lot of code running in production, where assert style logic will be completely removed from the code.
November 16, 2025 at 6:26 PM
Claude Code really likes using python asserts outside of tests, which is proper insanity. When compiling to optimised byte code, python asserts are ignored. This will mean a lot of code running in production, where assert style logic will be completely removed from the code.
In remembrance today at the 11th hour - "eyes-on" Rifles, fallen, but not forgotten.
November 11, 2025 at 9:53 AM
In remembrance today at the 11th hour - "eyes-on" Rifles, fallen, but not forgotten.
I am noticing a growing trend of major tech companies partnering and developing specifications and standards privately / by invite only, then releasing in it all with a fanfare and making it out like its an open source community.
It's not. It's exclusive, pay to play and very far from inclusive.
It's not. It's exclusive, pay to play and very far from inclusive.
September 30, 2025 at 10:06 PM
I am noticing a growing trend of major tech companies partnering and developing specifications and standards privately / by invite only, then releasing in it all with a fanfare and making it out like its an open source community.
It's not. It's exclusive, pay to play and very far from inclusive.
It's not. It's exclusive, pay to play and very far from inclusive.
I generated a 3k chain-of-thought reasoning dataset on infrastructure outages. huggingface.co/datasets/luk...
September 20, 2025 at 9:39 PM
I generated a 3k chain-of-thought reasoning dataset on infrastructure outages. huggingface.co/datasets/luk...
This is the first time I have not seen a cookie banner and not said 'go do one' and instead wanted to keep it open
September 14, 2025 at 6:36 AM
This is the first time I have not seen a cookie banner and not said 'go do one' and instead wanted to keep it open
