The most common use

You open ChatGPT, ask for something and take the answer somewhere else.

Spreadsheet Proposal Contract

Copy, paste, adjust, try again.
That is the default flow. It solves one-off situations.

The cost of that flow

On the next task, you explain everything all over again.

You resend files, dig through conversations and retell decisions.

The result depends on how much context fit into that one chat.

That is why quality swings so much from one conversation to the next.

An advanced way of working

You assemble a team of agents for each job.

Lead agent
ContractLegal advisor
QualityReviewer
New productDesigner + researcher
FeasibilityFinancial advisor

Each agent comes in with a role, context, tools and clear limits.

You set the direction and approve the delivery.

Picture this flow

You send a 30-second voice note on Telegram:

“I want to list this product. Use the photos in Drive, research the price, prepare the listing and keep track of the people who reply.”
01

Research and creation

One agent compares prices on marketplaces. Another edits the images in Figma and writes the listing.

02

Organized operation

The system creates the opportunity in Salesforce and opens the follow-up in Notion.

03

Your approval

The work arrives ready for you to review and approve before anything goes out.

04

Publishing and history

The agents publish, follow the messages and keep the negotiation history up to date.

For that flow to run smoothly, there is a well-architected setup behind it.Clear roles, connected tools, rules and approval points.

The flow

You set the direction. The lead agent orchestrates the work.

The goal and the bar stay yours. Execution stops depending on a loose chat.

01

Direction

Bringing a concrete goal will always be your job. So is setting the bar for the delivery.

02

Real context

Your “CFO”, the lead agent, stays plugged into WhatsApp, your second brain, email, Drive, history and external sources.

03

Squad

With context in hand, a squad is assembled: a team of specialist agents.

04

Specialty

Each agent does its job with the right repertoire and tools: design, finance, research and other roles.

05

The boss reviews

The boss reviews, compares and asks for changes. Only then does it hand over to you, with quality far above a simple chat.

Continuous learning

You never correct the same mistake twice.

When you approve

The delivery becomes the reference for the whole team.

When you correct or reject

The reason becomes a rule, a limit or an example for the next job.

On the next task, the agents already carry that lesson.

After 10, 20, 50 jobs, you are no longer running the team from day one. Your agents know your business better, make fewer mistakes and land much closer to your standard on the first delivery.

[ESSENTIAL VOCABULARY]

Anyone working with agents needs to recognize these names.

Not to memorize. This is the essential vocabulary. During the sessions, each term shows up at the moment it enters the real build.

The work

Context, specification, source, skill, agent, rule, test.

The connections

API, MCP, connector, permission, setup.

The build

Repository, GitHub, commit, branch, PR, review, merge.

[CONTEXT ENGINEERING]

Before writing, the agent needs to know where to look.

[YOU SEND ON WHATSAPP]
“Prepare the proposal for client X with what we agreed yesterday.”
01

The agent retrieves the conversation and looks the client up in the CRM.

02

It looks for the proposal or contract in the connected sources: local folders, Drive, Notion or ClickUp.

03

It confirms scope, price and rules at the source. Then it prepares the proposal, shows where each piece of information came from and sets apart the decisions that still depend on you.

Context gathers everything the agent needs to consult.

Specification defines what it must deliver and how you will judge it.

→

During the sessions, we organize where each piece of information lives and how the agents should find it before they work.

[API + MCP + PERMISSIONS]

Connecting a tool does not mean opening everything up.

API

Carries information and commands between systems.

MCP

Presents the tools to the agent and explains how each one can be used.

READ

Retrieve conversations, clients and files.

SEARCH

Locate a contract, proposal, price or rule.

PROPOSE

Create a draft, a task or a next action.

EXECUTE

Change or publish only when the rule and the approval allow it.

[IF A SOURCE IS MISSING, THE AGENT SHOWS THE GAP. IT DOES NOT GUESS.]

[HERMES / THE PLATFORM]

Agents from your phone, without starting from scratch.

Hermes is a platform with its own engine for coordinating models, tools, memory, skills, permissions and work sessions.

TelegramWhatsAppiMessageSlackEmailDesktopTerminal
ModelsToolsMemorySkillsPermissionsSessions
[HERMES / IN ACTION]

A voice note goes in. The work comes back in the same conversation.

The history stays searchable. Approved memories and skills carry into the next sessions, without resetting context on every request.

01 / TELEGRAM

You send a voice note with the direction.

02 / CONTEXT

Hermes retrieves what it already knows about the job.

03 / EXECUTION

It picks the model and triggers the tools it needs.

04 / RETURN

The answer lands in the same conversation, ready for review or approval.

[ONE SETUP / MANY PROVIDERS]OpenAIClaudeGeminiGrokOpenRouterLocal models
[SECOND BRAIN IN OBSIDIAN]

The history of the work is not trapped in a chat.

Obsidian connects projects, people, meetings, decisions, proposals, contracts, files and next actions.

The same second brain holds the agents' instructions, quality criteria, approved templates, read and write rules and accumulated lessons.

“Gather everything we have on client X. Show me the last decision, the current proposal, what is pending and the source of each piece of information.”

During the sessions, we build this structure and define what the agents may consult, propose or update.

ProjectsPeopleMeetingsDecisions ProposalsContractsFilesNext actions

[CHATGPT · CLAUDE · GEMINI · HERMES] → THE SAME BASE, EVEN WHEN THE MODEL CHANGES.

[THE ARCHITECTURE STARTS BECOMING PRODUCT]

The agent captures. The second brain connects. A platform turns context into operation.

Inputs

Telegram, WhatsApp, iMessage, meetings, documents and voice notes.

Base and execution

Hermes, specialist agents, Obsidian and connected tools.

In practice
A personal platform

To follow projects, priorities, calendar, decisions and next actions.

A smart radar

To organize contacts, find the right person and follow relationship opportunities.

[NEXT: HOW IT ALL COMES TOGETHER IN PRACTICE AND WHAT FITS INTO THE EIGHT WEEKS.]

A personal base of operations

Every business owner needs one place to see their own operation.

A simple personal platform gathers what deserves attention now: priorities, projects, calendar, decisions, people and next actions.

a personal
home
Priorities Projects Calendar Decisions People Next actions

Example 01 · built for a client

Project
Pulse

A personal, visual, simple platform you open, glance at and understand where each front stands, what needs attention and what the next action is.

Conceptual prototype
Project Pulse TODAY'S VIEW
What comes firstpriorities
What happens todaycalendar
What is movingprojects
What needs a decisionblockers
What comes nextactions

The home, in practice

Less searching.
More clarity.

Pulse does not try to replace every tool. It shows the essential state of the operation and takes you to the next decision.

wednesday · operations

What needs attention

Close the scope of project Atlas1 pending decision
TODAY
Review the commercial proposalsource: tuesday's meeting
11:30
Project Atlas
proposal and timeline
IN DECISION
Commercial expansion
next contact set
IN MOTION

From the work to Pulse

The update arrives with context, confirmation and source.

01 · INPUTVoice note, meeting or document

A new decision shows up in the real work.

02 · CONTEXTThe agent finds the project

It retrieves the people, history, rules and linked sources.

03 · PROPOSALIt prepares the changes

It separates what changed from what is still open.

04 · CONTROLYou confirm

Nothing sensitive is written before approval.

05 · OUTPUTState · decision · blocker · action

Every update stays linked to its source.

Example 02 · built for a client

Network
Radar

A platform to organize people, preserve the context of each relationship, find the right connection for each need and follow the next action.

Conceptual prototype
Contact found

Ana Martins

Product · active relationship

Relationship contextLearned about project Atlas at the March meeting.
OpportunityCan refer a specialist for the validation phase.
Next actionSend the scope update by friday.

The same context runs through both products

The operation stops being a collection of loose information.

One confirmation can update the project and preserve the relationship context, without losing the meeting, the decision or the source that led to the next action.

Project
Contact
Meeting
Decision
Action

Project Pulse ↔ Network Radar · context and source preserved

Guided build

Eight weeks, on three tracks.

In the session Behind the scenes We build together
Week 01Foundation

Product

The goal becomes a written success criterion, before any code.

AI map, goals and acceptance bar
Full setup of tools and accounts
Definition of the product and of what stays out

Out: an approved architecture that guides the other seven

Week 02Context

Base

Every piece of your information gets an address: nothing depends on memory anymore.

How the agent reads, writes and respects rules
Second brain with projects, people and meetings
Data model and app wireframes

Out: frozen scope and a base ready for agents

Week 03Agents

Setup

Your first agents, with permissions and confirmation before writing.

Skills, MCP, permissions and review
Personal skills, hooks and initial Telegram
Technical structure and app access

Out: Hermes answering on your phone

Week 04Network

People

Scattered contacts become searchable relationships, each with a next action.

Modeling and retrieval of contacts
Intake rules for the second brain
List, filters, detail and action

Out: your network mapped, with real contacts

Week 05Operations

Projects

Each front with its state, pending decision and next step in view.

States, decisions and priorities
Project and action contracts
Operations home and detail view

Out: the home showing your week's operation

Week 06Integration

Connections

Monday's meeting becomes a project update, with source, on Tuesday.

From conversation to memory, from memory to action
Meeting pipeline running
Projects, people and decisions connected

Out: both products reading the same context

Week 07Quality

Real test

The system runs a full week on real work, not a demo.

Debugging, tests and adversarial review
Review agents and active logs
Fixes based on real use

Out: zero open items for the handoff

Week 08Handoff

Autonomy

You run, maintain and change the system without depending on anyone.

Maintenance, research and evolution
Manual, system map and roadmap
Acceptance, deploy and a change made by you

Out: your system, documented and live

Operational horizon

The program

Eight weeks, one to one.

It starts with a diagnostic of your operation: routines, tools, processes and what gets stuck today. From there, we design the system and build it together, session by session, in your real context.

The assets already built, skills, agent contracts and pipeline, come in ready. You pay for the deployment in your context, not for building from scratch.

Format 1 · Operational Base

Start smaller.

Your whole network organized: who is who, the history of each relationship and the next action, on the platform and in your pocket.

DeliveryPeople and relationships platform, live AssistantAgent on Telegram or WhatsApp Second brainRelationships and projects Skills3 tailored to your routine Rhythm8 × 90 min + 1 SOS
Format 2 · Integrated System
To solve the whole goal

Everything in one context.

Projects, people, meetings, decisions and next actions in one place: you ask, the system answers with its source.

DeliveryOperations and people platforms, integrated, live AssistantAgent on Telegram or WhatsApp + writing to the platform Second brainProjects, people, meetings, decisions, calendar and finances Skills8 to 10 tailored: research, design and communication Rhythm8 × 150 min + 2 SOS
Architecture, not quantity

The difference

The Integrated format does not just add another product. It shares context across every part.

Second brainRelationships and projects
Second brainProjects, people, calendar, finances and more
AssistantOn Telegram or WhatsApp
AssistantOn your phone + writing to the platform
PlatformPeople and relationships
PlatformOperations + people
Skills3 essentials
Skills8 to 10, with research and design
Scope

Closed and testable

The limits exist to deliver well in eight weeks and make clear what is being built.

Included: +1 follow-up session, 15 days later

InOne user, documented flows, testing and handoff LimitScope frozen at the end of week 2 LaterTeam, native app and SaaS External costsPaid by the client
Next step
No commitment

Book a diagnostic.

A 45-minute conversation to understand your operation, your tools and what makes sense to build first. Investment and format come out of that conversation, in writing.

Book a diagnostic

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