The best firms never stop refining how they work.

Every investment firm has its own way of doing things, from how it screens a deal to what goes into an IC memo. That method is never finished. A partner tightens the memo structure after a difficult process, or an associate finds a cleaner way to build the comps, and the firm gets a little sharper each time.

Skills capture that method. Keeping them current is harder.

Skills in Capsa hold a firm's way of working, so every agent follows its process and its house style. But the way a firm works changes over time, and skills can fall behind for a few reasons.

Models improve quickly.

Newer models need fewer instructions, so a skill written for an older one can over-direct the agent or even mislead it.

Wording matters too.

The way a skill is written is not always the way that gets the best performance from the model reading it.

Feedback also builds up.

Teams flag issues and suggest changes, but those notes rarely make it back into the skill itself. Over time, the skill drifts away from how the firm actually works.

What has been missing is a skill that maintains itself.

Most teams only notice a skill has drifted once the output starts to slip. Fixing it means someone finding the time to rewrite and test it, which rarely happens in the middle of a live process.

The better approach is for the platform to take on that work. Capsa's agents are always on, working in the background on the firm's behalf. They already pick up deal work as it arrives. Now they also look at the skills the firm relies on and find ways to make its Capsa better.

This is Self-Improving Skills.

Self-Improving Skills keep a firm's skills in step as its way of working evolves. Capsa analyzes skills in the background and identifies where they could perform better, whether that is a newer model that needs lighter instructions or wording that could be clearer. It also picks up the feedback a team has left along the way and folds it into the skill.

Each improvement is prepared automatically. A firm's skills keep pace with how it works and with the latest models, without anyone maintaining them by hand.

The firm stays in control.

Every proposed change goes to an admin before it reaches the wider team. Admins review each one and decide what goes live, so nothing changes without the firm's approval. Until an admin approves a change, the skill the team relies on stays exactly as it is.

That matters because skills carry a firm's judgement. How a firm values a business or frames an IC memo is a deliberate choice, and it should only change when the firm decides it should. A suggestion from Capsa is a starting point for that decision, and the admin always has the power to make it.

For firms that answer to LPs and compliance teams, that oversight is part of what makes AI usable at all. Capsa does the upkeep in the background, and the firm keeps the final say on what its agents follow.

Designed to evolve with the firm.

A firm's expertise is its edge, and its skills are where that expertise lives in Capsa. With Self-Improving Skills, that expertise stays current as the firm's way of working changes.

The skills evolve with the people who use them.

Get in touch here if you'd like to see Self-Improving Skills in action.