Matheus Ortiz

Building OpenSwarm in public.
Turning chaos into readable signals.
Real-time flows. Simulations. Dashboards.
CA not available yet.

[Matheus Ortiz @MatheusDevSaas]

What would make you trust a meme coin analyzer?

Not hype.
Not promises.

Real signals.

If you could design one feature, what would it be?

Reply with:

1 — Rug risk
2 — Wallet behavior
3 — Social momentum
4 — Narrative strength
5 — Whale alerts
6 — Something else

I’m listening.

[Matheus Ortiz @MatheusDevSaas]

@Cryptoze Follow us for updates.

[Matheus Ortiz @MatheusDevSaas]

@soapweb3 Follow us for updates.

[Matheus Ortiz @MatheusDevSaas]

@poe_real69 Follow us for updates.

[Matheus Ortiz @MatheusDevSaas]

While others chase, we watch.

#openswarm

[Matheus Ortiz @MatheusDevSaas]

Everyone wants to find the next runner.

Nobody wants to watch 10,000 sleeping projects waiting for one of them to wake up.

We do.

Volume returns.
Wallets become active.
Transactions accelerate.
Attention starts building.

Tiny movements.

Easy to miss.

Unless you’re watching.

That’s exactly what OpenSwarm is doing.

#openswarm #memecoin #pumpfun #solana

[Matheus Ortiz @MatheusDevSaas]

Ever notice how some coins look unstoppable…

Then 30 minutes later they’re completely dead?

The chart looked good.
Volume looked good.
Everyone was bullish.

So what changed?

That’s the part most tools never answer.

[Matheus Ortiz @MatheusDevSaas]

*************************** 29. row ***************************
id: 31929
mint: BFtdwnaPss18PAFYAzUuuPvVULwM8ehYJNy5az8spump
name: MGF
symbol: MGF
uri: https://t.co/90MxkHvdsl
creator: 64KJ7xDPjWzChwsJKeRKksD8Q8fwdEkfETYNDczMECE8
signature: 36vxBMCANPR63Hf5944736JCmNxLEGsruYA9zGWfDuh6SvqUoyfn5y6TNN3Gv2jJg5MWP5rY79emk5chcW6yPUiZ
timestamp: 1780867851
source: https://t.co/8l8yIvvIVO
status: REJECTED
monitor_status: DROPPED
monitor_reasons: ["HOT_SCORE_ELIMINATED", "Top 10 holds 200.0%"]
last_monitored_at: 2026-06-07 18:31:32
first_hot_at: NULL
raw_metadata: NULL
created_at: 2026-06-07 18:30:54
analysis_verdict: REJECTED
monitor_eligible: 0
trade_eligible: 0
analysis_claimed_at: NULL
analysis_claimed_by: NULL
analysis_next_retry_at: NULL
monitor_claimed_at: NULL
monitor_claimed_by: NULL
migration_detected_at: NULL
view_count: 0
*************************** 30. row ***************************
id: 31928
mint: jiL1htN52ud9C14tW4bebYtoxnRueCa8fy6Qjahpump
name: Siri 2.0
symbol: Siri
uri: https://t.co/ofei7apqrD
creator: 7naFFwuEJWeWwWYQUkgAWHsxYKg3KctEuUj42JdAMidP
signature: 4uhVsTiZrEcDHVBuuztVVc3Y3AS1kujY7DAqWt8DLdi5ibgDUo1UcbxozCUfb9qh3EDvjxT4QMyfihaadMxTRNwM
timestamp: 1780867847
source: https://t.co/8l8yIvvIVO
status: REJECTED
monitor_status: DROPPED
monitor_reasons: ["HOT_SCORE_ELIMINATED", "Top 10 holds 100.0%"]
last_monitored_at: 2026-06-07 18:31:28
first_hot_at: NULL
raw_metadata: NULL
created_at: 2026-06-07 18:30:50
analysis_verdict: REJECTED
monitor_eligible: 0
trade_eligible: 0
analysis_claimed_at: NULL
analysis_claimed_by: NULL
analysis_next_retry_at: NULL
monitor_claimed_at: NULL
monitor_claimed_by: NULL
migration_detected_at: NULL

[Matheus Ortiz @MatheusDevSaas]

OpenSwarm backend is now live across the first 3 flows.

Flow 1: Ingestor
New pumpfun tokens are being detected and persisted in real time.
Flow 2: Analyzer
Each token is validated, enriched and reviewed before moving forward.

Flow 3: Watching
Approved tokens are now being actively monitored for behavior, holder activity and early signals.
The pipeline is no longer static.

It is now observing the market live.

[Matheus Ortiz @MatheusDevSaas]

OpenSwarm ML Pipeline is now generating scoring configuration automatically.

The system exported historical trades, trained on the dataset, calculated feature weights, and updated the scoring-config.json used by the bot.

Liquidity, bonding curve progress and market cap are currently the strongest signals.

The bot hot-reloads the new config within 60 seconds.

From static rules to adaptive scoring.

#openswarm #pumpfun @machinelearning #future

[Matheus Ortiz @MatheusDevSaas]

Analyzer prepares the signal.

Watching Flow 3 starts.

The Analyzer filters and validates the tokens captured by the Ingestor, but the next step is different: monitoring behavior over time.

Movement.
Liquidity.
Activity.
Changes.
Patterns.
OpenSwarm is moving from static records to live observation.

#openswarm #pumpfun

[Matheus Ortiz @MatheusDevSaas]

Machine Learning inside OpenSwarm.

Not to predict the future.

To recognize the pattern
before it becomes obvious.
Every token leaves a trace.
Every movement says something.

Most people see chaos.
RoboSolo learns the signal.

#openswarm #machinelearning #pumpfun

[Matheus Ortiz @MatheusDevSaas]

@rpjupiter Taxista?¿

[Matheus Ortiz @MatheusDevSaas]

Helius?¿?¿

[Matheus Ortiz @MatheusDevSaas]

Analyzer V3 — Explainable Scoring

No black-box verdicts.

Every score needs a reason.

V3 introduces weighted risk scoring:

active mint authority = risk
active freeze authority = risk
low liquidity = risk
holder concentration = risk
rug history = risk
previous winners = confidence
Approved or rejected, the data must explain why.

[Matheus Ortiz @MatheusDevSaas]

@MaikArmyDog @rpjupiter Se alguém tiver noção do que é ser capacho de um país e leis e regimes, o dia que conhecer paraíso fiscal e ver o que da pra fazer fora de tudo... é melhor esconder isso mesmo da maioria das pessoas, já que eles gostam de ser ignorantes. Abraços

[Matheus Ortiz @MatheusDevSaas]

@Leooweb3 OpenSwarm

[Matheus Ortiz @MatheusDevSaas]

@Leooweb3 i'm creating openswarm memecoins analyzer/trading on solana + pumpfun

[Matheus Ortiz @MatheusDevSaas]

OpenSwarm Dashboard