docs: update README with ADR-045–048, Observatory, adaptive classifier, AMOLED display

- Update ADR count from 44 to 48
- Add adaptive classifier (ADR-048) to Intelligence features
- Add Observatory visualization (ADR-047) and AMOLED display (ADR-045) to Deployment features
- Update screenshot to v2-screen.png
- Add ADR-045 (AMOLED), ADR-046 (Android TV), ADR-047 (Observatory), DDD deployment model
- Add AMOLED display firmware (display_hal, display_task, display_ui, LVGL config)
- Add Observatory UI (13 Three.js modules, CSS, HTML entry point)
- Add trained adaptive model JSON
- Update .gitignore for managed_components, recordings, .swarm

Co-Authored-By: claude-flow <ruv@ruv.net>

firmware/esp32-csi-node/main/display_hal.h

@@ -0,0 +1,71 @@
+/**
+ * @file display_hal.h
+ * @brief ADR-045: RM67162 QSPI AMOLED + CST816S touch HAL.
+ *
+ * Hardware abstraction for the LilyGO T-Display-S3 AMOLED panel.
+ * Probes hardware at boot; returns ESP_ERR_NOT_FOUND if absent.
+ */
+
+#ifndef DISPLAY_HAL_H
+#define DISPLAY_HAL_H
+
+#include <stdbool.h>
+#include <stdint.h>
+#include "esp_err.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/**
+ * Probe and initialize the RM67162 QSPI AMOLED panel.
+ *
+ * Configures QSPI bus, sends panel init sequence, and fills
+ * the screen with dark background to confirm it works.
+ * Returns ESP_ERR_NOT_FOUND if the panel does not respond.
+ *
+ * @return ESP_OK on success, ESP_ERR_NOT_FOUND if no display detected.
+ */
+esp_err_t display_hal_init_panel(void);
+
+/**
+ * Draw a rectangle of pixels to the AMOLED.
+ * Sends CASET + RASET + RAMWR directly via QSPI.
+ *
+ * @param x_start  Left column (inclusive).
+ * @param y_start  Top row (inclusive).
+ * @param x_end    Right column (exclusive).
+ * @param y_end    Bottom row (exclusive).
+ * @param color_data  RGB565 pixel data, (x_end-x_start)*(y_end-y_start) pixels.
+ */
+void display_hal_draw(int x_start, int y_start, int x_end, int y_end,
+                      const void *color_data);
+
+/**
+ * Probe and initialize the CST816S capacitive touch controller.
+ *
+ * @return ESP_OK on success, ESP_ERR_NOT_FOUND if no touch IC detected.
+ */
+esp_err_t display_hal_init_touch(void);
+
+/**
+ * Read touch point (non-blocking).
+ *
+ * @param[out] x  Touch X coordinate (0..535).
+ * @param[out] y  Touch Y coordinate (0..239).
+ * @return true if touch is active, false if released.
+ */
+bool display_hal_touch_read(uint16_t *x, uint16_t *y);
+
+/**
+ * Set AMOLED brightness via MIPI DCS command.
+ *
+ * @param percent  Brightness 0-100.
+ */
+void display_hal_set_brightness(uint8_t percent);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif /* DISPLAY_HAL_H */