Fine-Tuning a Small Model to Do One Dull Thing Well
#ai#llm
A Spare GPU and a Model That Lives in My House
#ai#llm
The Helpful Assistant That Confidently Deleted My Branch
#ai#llm
Running a Local LLM on Hardware That Should Have Said No
#ai#llm
Running llama.cpp on a Machine That Should Know Better
#ai#llm
I Wired an LLM Into My Shell, Here's Where It Went Wrong
#ai#llm
a tiny model on a tinier machine
#ai#llm
i let the agent type, but i keep my hand on the wheel
#ai#llm
the llm in my shell, and where it drew blood
#ai#llm
the cupboard model, one card and one prompt
#ai#llm
a spare gpu, a quiet llm, and a weekend gone
#ai#llm
a spare 3060 and an evening with ollama
#ai#llm
a full walkthrough of fine-tuning a small model for one dull task
#ai#llm
fine-tuning a tiny model to do one dull job well
#ai#llm
search that understands what you meant, running on the laptop
#ai#llm
running a 7b model on hardware that should know better
#ai#llm
letting the robot drive, with my hand near the wheel
#ai#llm
my first rag pipeline retrieved confidently and answered wrong
#ai#llm
letting an agent touch the code, with the safety on
#ai#llm
a small agent that books its own train tickets
#ai#llm
putting a spare gpu to work as a private model server
#ai#llm
a tiny model that does one dull thing well
#ai#llm
which local model actually helps me write code
#ai#llm
i built an agent that does the boring bits, and learned where the seams are
#ai#llm
running a 7b model on a thin client i bought for a tenner
#ai#llm
letting an agent touch the code, but never on its own
#ai#llm
the second draft of my little agent
#ai#llm
a small agent that does the boring bits
#ai#llm
the smallest agent loop that earned its keep
#ai#llm
my first rag pipeline retrieved confidently wrong things
#ai#llm
a language model lives in my terminal now, and mostly that's fine
#ai#llm
a tiny agent, a tool loop, and a healthy fear of let-it-rip
#ai#llm
the spare gpu finally earns its keep
#ai#llm
letting an agent touch the code, with the safety on
#ai#llm
a small agent that earns its keep
#ai#llm
what local code models are actually good for, after a month of trying
#ai#llm
an llm in my shell, and the handful of times it bit me
#ai#llm
my first rag pipeline was confidently useless
#ai#llm
my first rag pipeline was confidently wrong
#ai#llm
putting a spare 3090 to work as a local llm box
#ai#llm
a language model in my terminal, and the days it turned on me
#ai#llm
my first rag pipeline was a confident liar
#ai#llm
on-device embeddings, or how i stopped paying per search
#ai#llm
i didn't need a bigger model, i needed a smaller, dumber one
#ai#llm
a spare 3060 and an evening with ollama
#ai#llm
a spare gpu, a quantised model, and lower expectations
#ai#llm
a spare gpu, ollama, and a model that runs on my own metal
#ai#llm
the llm in my terminal is brilliant until it confidently isn't
#ai#llm
my first rag pipeline retrieved confidently wrong things
#ai#llm
my first rag pipeline retrieved confidently wrong answers
#ai#llm
which local model actually helps me write code
#ai#llm
semantic search for my notes, all on the laptop
#ai#llm
running a 7b model on a laptop that should know better
#ai#llm
running a 13b model on a laptop that cost less than the gpu i wanted
#ai#llm
which local model is any good at code, actually
#ai#llm
a small agent that does the boring bit for me
#ai#llm
semantic search that never leaves the laptop
#ai#llm
a language model on the gpu that was gathering dust
#ai#llm
search that understands me, running on my own laptop
#ai#llm
running code models on my own gpu, a fair-ish comparison
#ai#llm
i wired an llm to my shell and it mostly behaved
#ai#llm
a language model on the spare gpu, and what it's actually good for
#ai#llm
running a model on the spare 3090, and what it actually costs
#ai#llm
the spare gpu earns its keep
#ai#llm
running a local llm on a spare gpu
#ai#llm
putting a language model on the spare gpu in the cupboard
#ai#llm
running a local llm on a spare gpu
#ai#llm
putting a language model on the gpu that was just sitting there
#ai#llm
a language model of my very own
#ai#llm
a language model on the spare GPU, and what it was actually good for
#ai#llm
getting gpt-j to talk on an old gpu
#ai#llm
running a local llm on a spare gpu
#ai#llm
a language model on the spare gpu in the cupboard
#ai#llm
a spare gpu and a language model that runs in my own house
#ai#llm
a language model on the gpu i forgot i had
#ai#llm
getting gpt-j to talk on a spare gpu, and why it's harder than the demos suggest
#ai#llm