devnacho

Executable Architecture Guardrails

Date: 2026-03-14 Status: Proposal

Thesis

The single highest-leverage addition to this project is an executable architecture guardrail system: a repo-native layer that turns the codebase's architectural rules, incident learnings, and review heuristics into machine-enforced checks that run on every change.

Not another product feature. Not another agent. Not another prompt.

devnacho

Agent Memory: A Persistent Knowledge Layer for the AI Agent

Context

The AI layer today is two disconnected islands: a reactive chat agent (stateless between conversations) and batch meeting notes extraction (results sit passively in JSONB). The agent can't recall that "in last Tuesday's meeting, the client mentioned wanting to retire at 58" when the adviser later asks about retirement planning in chat. Every conversation starts from zero.

Agent Memory bridges this gap — a persistent, structured knowledge store that auto-captures facts, decisions, and action items from meetings and conversations, then makes them queryable by the chat agent. It turns the AI from a stateless chatbot into a practice partner that accumulates intelligence over time.

Why this is the single highest-leverage addition:

• Force multiplier: Meeting notes become 10x more valuable when the agent can reference them in future conversations. Every future feature (briefings, reminders, compliance) becomes a simple quer

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If you are reading this, you probably tried to write code like this

test "testing session" do
  build_conn()
  |> put_session(:user_id, 234)
  |> get("/")
  ...
  end

And got this exception:

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Timeline Dictionary

Initial Balance The balance when the person retires.

Start Balance

The balance at the start of a period.

End Balance

The balance at the end of a period.

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Keybase proof

I hereby claim:

• I am devnacho on github.
• I am devnacho (https://keybase.io/devnacho) on keybase.
• I have a public key ASBJlhbq6i45VnHjY2VlHi9pSO7kFsJyNTDl6CcAiJBSMQo

To claim this, I am signing this object:

devnacho

module Main (..) where

import Html exposing (..)
import Html.Attributes exposing (..)
import Html.Events exposing (..)
import StartApp.Simple as StartApp
import String 

-- MODEL
type alias Id = Int

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alert("hola");

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import java.util.HashMap;


public class Node {
	private HashMap<String, Node> nodes;
	private String name;
	
	// Chraga los datos del objeto.
	public Node(String name) {
		this.nodes = new HashMap<String, Node>();

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