Reading time: 2–4 days.
Which, to be fair, is still faster than fine-tuning.
huggingface.co/spaces/Huggi...
Which, to be fair, is still faster than fine-tuning.
huggingface.co/spaces/Huggi...
November 1, 2025 at 9:12 PM
Reading time: 2–4 days.
Which, to be fair, is still faster than fine-tuning.
huggingface.co/spaces/Huggi...
Which, to be fair, is still faster than fine-tuning.
huggingface.co/spaces/Huggi...
Fine-tuning dropped from hottest trend to <10% of AI workloads in two years. Now it's coming back. Not as hype, but as the last 10% that actually matters.
Turns out some problems need you to teach the model your language, not just describe it in a prompt.
www.anup.io/fine-tuning-...
Turns out some problems need you to teach the model your language, not just describe it in a prompt.
www.anup.io/fine-tuning-...
Fine-Tuning makes a comeback
Fine-tuning went from the hottest thing in machine learning to accounting for less than 10% of AI workloads in just a couple of years. Teams figured out they could get 90% of the way there with prompt...
www.anup.io
October 29, 2025 at 11:12 AM
Fine-tuning dropped from hottest trend to <10% of AI workloads in two years. Now it's coming back. Not as hype, but as the last 10% that actually matters.
Turns out some problems need you to teach the model your language, not just describe it in a prompt.
www.anup.io/fine-tuning-...
Turns out some problems need you to teach the model your language, not just describe it in a prompt.
www.anup.io/fine-tuning-...
Stop trying to understand research papers in one read.
Pass 1: Abstract + intro + conclusion (is this even relevant?)
Pass 2: Full read, flag gaps
Pass 3: Revisit with fresh context
It's a workflow, not a puzzle. Treat it like one.
www.anup.io/how-to-read-...
Pass 1: Abstract + intro + conclusion (is this even relevant?)
Pass 2: Full read, flag gaps
Pass 3: Revisit with fresh context
It's a workflow, not a puzzle. Treat it like one.
www.anup.io/how-to-read-...
How to read research papers
Most engineers read research papers like blog posts, expecting instant clarity. That’s why so many give up halfway through. The trick isn’t to read harder but to read differently. This https://blog.co...
www.anup.io
October 28, 2025 at 10:49 AM
Stop trying to understand research papers in one read.
Pass 1: Abstract + intro + conclusion (is this even relevant?)
Pass 2: Full read, flag gaps
Pass 3: Revisit with fresh context
It's a workflow, not a puzzle. Treat it like one.
www.anup.io/how-to-read-...
Pass 1: Abstract + intro + conclusion (is this even relevant?)
Pass 2: Full read, flag gaps
Pass 3: Revisit with fresh context
It's a workflow, not a puzzle. Treat it like one.
www.anup.io/how-to-read-...
Built a crisis support voice AI in 90 minutes at a hackathon and won. Full breakdown of the build + 7 tactics for shipping fast.
www.anup.io/eliza-redux-...
www.anup.io/eliza-redux-...
Eliza Redux: A Real-Time Voice AI Crisis Support Agent
I built a crisis support voice AI Agent in roughly 90 minutes at a voice AI hackathon and won. Here's how I did it, and the tactics that made it possible.
The Challenge
Crisis hotlines have four ma...
www.anup.io
October 27, 2025 at 4:20 PM
Built a crisis support voice AI in 90 minutes at a hackathon and won. Full breakdown of the build + 7 tactics for shipping fast.
www.anup.io/eliza-redux-...
www.anup.io/eliza-redux-...
Want to know the difference between MCP and A2A checkout this talk delivered at the London AI Engineers meetup
www.anup.io/mcp-a2a-the-...
#MCP #A2A #AIProtocols
www.anup.io/mcp-a2a-the-...
#MCP #A2A #AIProtocols
MCP + A2A: The Protocols Making AI Agents Actually Work Together
I presented this at the AI Engineer meetup in London. It is a short, practical overview of why agent interoperability matters now, and how two protocols, MCP & A2A, make it workable today.
www.anup.io
October 26, 2025 at 9:31 AM
Want to know the difference between MCP and A2A checkout this talk delivered at the London AI Engineers meetup
www.anup.io/mcp-a2a-the-...
#MCP #A2A #AIProtocols
www.anup.io/mcp-a2a-the-...
#MCP #A2A #AIProtocols
Reposted by Anup
So true! Software release on Friday 😁😂🤣
www.youtube.com/shorts/Iojxt...
www.youtube.com/shorts/Iojxt...
Software Release on Friday // click5
YouTube video by click5 Interactive
www.youtube.com
October 25, 2025 at 6:21 AM
So true! Software release on Friday 😁😂🤣
www.youtube.com/shorts/Iojxt...
www.youtube.com/shorts/Iojxt...
I tested ChatGPT Atlas vs Perplexity Comet on real automation workflows. Atlas won on reliability, so I'm switching over for now.
anup.io/atlas-unshru...
#atlas #openai #Perplexity #comet
anup.io/atlas-unshru...
#atlas #openai #Perplexity #comet
Atlas Unshrugged
ChatGPT Atlas vs Perplexity Comet: Real-World AI Browser Showdown
When OpenAI announced Atlas, I was curious. I've used Comet AI browser from Perplexity heavily for research, comparisons, and automat...
anup.io
October 25, 2025 at 8:49 PM
I tested ChatGPT Atlas vs Perplexity Comet on real automation workflows. Atlas won on reliability, so I'm switching over for now.
anup.io/atlas-unshru...
#atlas #openai #Perplexity #comet
anup.io/atlas-unshru...
#atlas #openai #Perplexity #comet
Your AI strategy doesn't need another slide deck. It needs experiments that teach you what actually works in production.
www.anup.io/stop-plannin...
www.anup.io/stop-plannin...
Stop Planning Your AI Strategy and Start Running Experiments
Earlier this year, I watched a Fortune 500 financial services company spend $4 million and eight months on their AI transformation. They brought in a major consulting firm. They ran a pilot program. T...
www.anup.io
October 25, 2025 at 8:48 PM
Your AI strategy doesn't need another slide deck. It needs experiments that teach you what actually works in production.
www.anup.io/stop-plannin...
www.anup.io/stop-plannin...